diff --git a/abacusai/__init__.py b/abacusai/__init__.py
index d37a434b..ceada967 100644
--- a/abacusai/__init__.py
+++ b/abacusai/__init__.py
@@ -26,6 +26,7 @@
 from .categorical_range_violation import CategoricalRangeViolation
 from .chat_message import ChatMessage
 from .chat_session import ChatSession
+from .chatllm_computer import ChatllmComputer
 from .chatllm_referral_invite import ChatllmReferralInvite
 from .client import AgentResponse, ApiClient, ApiException, ClientOptions, ReadOnlyClient, _request_context
 from .code_autocomplete_response import CodeAutocompleteResponse
@@ -225,4 +226,4 @@
 from .workflow_node_template import WorkflowNodeTemplate
 
 
-__version__ = "1.4.21"
+__version__ = "1.4.22"
diff --git a/abacusai/api_class/ai_agents.py b/abacusai/api_class/ai_agents.py
index 2d5f81c1..3235456f 100644
--- a/abacusai/api_class/ai_agents.py
+++ b/abacusai/api_class/ai_agents.py
@@ -1,6 +1,6 @@
 import ast
 import dataclasses
-from typing import Any, Dict, List, Union
+from typing import Dict, List, Union
 
 from . import enums
 from .abstract import ApiClass, get_clean_function_source_code_for_agent, validate_constructor_arg_types
@@ -55,7 +55,7 @@ class WorkflowNodeInputMapping(ApiClass):
 
     Args:
         name (str): The name of the input variable of the node function.
-        variable_type (WorkflowNodeInputType): The type of the input.
+        variable_type (Union[WorkflowNodeInputType, str]): The type of the input. If the type is `IGNORE`, the input will be ignored.
         variable_source (str): The name of the node this variable is sourced from.
                                If the type is `WORKFLOW_VARIABLE`, the value given by the source node will be directly used.
                                If the type is `USER_INPUT`, the value given by the source node will be used as the default initial value before the user edits it.
@@ -67,7 +67,12 @@ class WorkflowNodeInputMapping(ApiClass):
     variable_source: str = dataclasses.field(default=None)
     source_prop: str = dataclasses.field(default=None)
     is_required: bool = dataclasses.field(default=True)
-    default_value: Any = dataclasses.field(default=None)
+
+    def __post_init__(self):
+        if self.variable_type == enums.WorkflowNodeInputType.IGNORE and self.is_required:
+            raise ValueError('input_mapping', 'Invalid input mapping. The variable type cannot be IGNORE if is_required is True.')
+        if isinstance(self.variable_type, str):
+            self.variable_type = enums.WorkflowNodeInputType(self.variable_type)
 
     def to_dict(self):
         return {
@@ -76,7 +81,6 @@ def to_dict(self):
             'variable_source': self.variable_source,
             'source_prop': self.source_prop or self.name,
             'is_required': self.is_required,
-            'default_value': self.default_value
         }
 
     @classmethod
@@ -90,7 +94,6 @@ def from_dict(cls, mapping: dict):
             variable_source=mapping.get('variable_source'),
             source_prop=mapping.get('source_prop') or mapping['name'] if mapping.get('variable_source') else None,
             is_required=mapping.get('is_required', True),
-            default_value=mapping.get('default_value')
         )
 
 
@@ -219,6 +222,30 @@ def from_dict(cls, schema: dict):
         )
 
 
+@validate_constructor_arg_types('trigger_config')
+@dataclasses.dataclass
+class TriggerConfig(ApiClass):
+    """
+    Represents the configuration for a trigger workflow node.
+
+    Args:
+        sleep_time (int): The time in seconds to wait before the node gets executed again.
+    """
+    sleep_time: int = dataclasses.field(default=None)
+
+    def to_dict(self):
+        return {
+            'sleep_time': self.sleep_time
+        }
+
+    @classmethod
+    def from_dict(cls, configs: dict):
+        validate_input_dict_param(configs, friendly_class_name='trigger_config')
+        return cls(
+            sleep_time=configs.get('sleep_time', None)
+        )
+
+
 @validate_constructor_arg_types('workflow_graph_node')
 @dataclasses.dataclass
 class WorkflowGraphNode(ApiClass):
@@ -236,10 +263,12 @@ class WorkflowGraphNode(ApiClass):
     Additional Attributes:
         function_name (str): The name of the function.
         source_code (str): The source code of the function.
+        trigger_config (TriggerConfig): The configuration for a trigger workflow node.
     """
 
-    def __init__(self, name: str, input_mappings: Union[Dict[str, WorkflowNodeInputMapping], List[WorkflowNodeInputMapping]] = None, output_mappings: Union[List[str], Dict[str, str], List[WorkflowNodeOutputMapping]] = None, function: callable = None, function_name: str = None, source_code: str = None, input_schema: Union[List[str], WorkflowNodeInputSchema] = None, output_schema: Union[List[str], WorkflowNodeOutputSchema] = None, template_metadata: dict = None):
+    def __init__(self, name: str, input_mappings: Union[Dict[str, WorkflowNodeInputMapping], List[WorkflowNodeInputMapping]] = None, output_mappings: Union[List[str], Dict[str, str], List[WorkflowNodeOutputMapping]] = None, function: callable = None, function_name: str = None, source_code: str = None, input_schema: Union[List[str], WorkflowNodeInputSchema] = None, output_schema: Union[List[str], WorkflowNodeOutputSchema] = None, template_metadata: dict = None, trigger_config: TriggerConfig = None):
         self.template_metadata = template_metadata
+        self.trigger_config = trigger_config
         if self.template_metadata and not self.template_metadata.get('initialized'):
             self.name = name
             self.function_name = None
@@ -286,14 +315,14 @@ def __init__(self, name: str, input_mappings: Union[Dict[str, WorkflowNodeInputM
                         raise ValueError('workflow_graph_node', f'Invalid input mapping. Argument "{input_name}" not found in function "{self.function_name}".')
                 for arg, default in arg_defaults.items():
                     if arg not in input_mapping_args:
-                        self.input_mappings.append(WorkflowNodeInputMapping(name=arg, variable_type=enums.WorkflowNodeInputType.USER_INPUT, is_required=default is None, default_value=default.value if default else None))
+                        self.input_mappings.append(WorkflowNodeInputMapping(name=arg, variable_type=enums.WorkflowNodeInputType.USER_INPUT, is_required=default is None))
             elif isinstance(input_mappings, Dict) and all(isinstance(key, str) and isinstance(value, WorkflowNodeInputMapping) for key, value in input_mappings.items()):
                 is_shortform_input_mappings = True
-                self.input_mappings = [WorkflowNodeInputMapping(name=arg, variable_type=enums.WorkflowNodeInputType.USER_INPUT, is_required=default is None, default_value=default.value if default else None) for arg, default in arg_defaults.items() if arg not in input_mappings]
+                self.input_mappings = [WorkflowNodeInputMapping(name=arg, variable_type=enums.WorkflowNodeInputType.USER_INPUT, is_required=default is None) for arg, default in arg_defaults.items() if arg not in input_mappings]
                 for key, value in input_mappings.items():
                     if key not in arg_defaults:
                         raise ValueError('workflow_graph_node', f'Invalid input mapping. Argument "{key}" not found in function "{self.function_name}".')
-                    self.input_mappings.append(WorkflowNodeInputMapping(name=key, variable_type=value.variable_type, variable_source=value.variable_source, source_prop=value.source_prop, is_required=arg_defaults.get(key) is None, default_value=value.default_value))
+                    self.input_mappings.append(WorkflowNodeInputMapping(name=key, variable_type=value.variable_type, variable_source=value.variable_source, source_prop=value.source_prop, is_required=arg_defaults.get(key) is None))
             else:
                 raise ValueError('workflow_graph_node', 'Invalid input mappings. Must be a list of WorkflowNodeInputMapping or a dictionary of input mappings in the form {arg_name: node_name.outputs.prop_name}.')
 
@@ -336,8 +365,8 @@ def __init__(self, name: str, input_mappings: Union[Dict[str, WorkflowNodeInputM
                 raise ValueError('workflow_graph_node', 'Invalid output schema. Must be a WorkflowNodeOutputSchema or a list of output section names.')
 
     @classmethod
-    def _raw_init(cls, name: str, input_mappings: List[WorkflowNodeInputMapping] = None, output_mappings: List[WorkflowNodeOutputMapping] = None, function: callable = None, function_name: str = None, source_code: str = None, input_schema: WorkflowNodeInputSchema = None, output_schema: WorkflowNodeOutputSchema = None, template_metadata: dict = None):
-        workflow_node = cls.__new__(cls, name, input_mappings, output_mappings, input_schema, output_schema, template_metadata)
+    def _raw_init(cls, name: str, input_mappings: List[WorkflowNodeInputMapping] = None, output_mappings: List[WorkflowNodeOutputMapping] = None, function: callable = None, function_name: str = None, source_code: str = None, input_schema: WorkflowNodeInputSchema = None, output_schema: WorkflowNodeOutputSchema = None, template_metadata: dict = None, trigger_config: TriggerConfig = None):
+        workflow_node = cls.__new__(cls, name, input_mappings, output_mappings, input_schema, output_schema, template_metadata, trigger_config)
         workflow_node.name = name
         if function:
             workflow_node.function = function
@@ -353,6 +382,7 @@ def _raw_init(cls, name: str, input_mappings: List[WorkflowNodeInputMapping] = N
         workflow_node.input_schema = input_schema
         workflow_node.output_schema = output_schema
         workflow_node.template_metadata = template_metadata
+        workflow_node.trigger_config = trigger_config
         return workflow_node
 
     @classmethod
@@ -362,7 +392,7 @@ def from_template(cls, template_name: str, name: str, configs: dict = None, inpu
         if isinstance(input_mappings, List) and all(isinstance(input, WorkflowNodeInputMapping) for input in input_mappings):
             instance_input_mappings = input_mappings
         elif isinstance(input_mappings, Dict) and all(isinstance(key, str) and isinstance(value, WorkflowNodeInputMapping) for key, value in input_mappings.items()):
-            instance_input_mappings = [WorkflowNodeInputMapping(name=arg, variable_type=mapping.variable_type, variable_source=mapping.variable_source, source_prop=mapping.source_prop, is_required=mapping.is_required, default_value=mapping.default_value) for arg, mapping in input_mappings]
+            instance_input_mappings = [WorkflowNodeInputMapping(name=arg, variable_type=mapping.variable_type, variable_source=mapping.variable_source, source_prop=mapping.source_prop, is_required=mapping.is_required) for arg, mapping in input_mappings]
         elif input_mappings is None:
             instance_input_mappings = []
         else:
@@ -410,13 +440,17 @@ def to_dict(self):
             'output_mappings': [mapping.to_dict() for mapping in self.output_mappings],
             'input_schema': self.input_schema.to_dict(),
             'output_schema': self.output_schema.to_dict(),
-            'template_metadata': self.template_metadata
+            'template_metadata': self.template_metadata,
+            'trigger_config': self.trigger_config.to_dict() if self.trigger_config else None
         }
 
     @classmethod
     def from_dict(cls, node: dict):
         validate_input_dict_param(node, friendly_class_name='workflow_graph_node', must_contain=['name', 'function_name', 'source_code'])
         _cls = cls._raw_init if node.get('__return_filter') else cls
+        if node.get('template_metadata') and node.get('template_metadata').get('template_type') == 'trigger':
+            if not node.get('trigger_config'):
+                node['trigger_config'] = {'sleep_time': node.get('template_metadata').get('sleep_time')}
         instance = _cls(
             name=node['name'],
             function_name=node['function_name'],
@@ -425,7 +459,8 @@ def from_dict(cls, node: dict):
             output_mappings=[WorkflowNodeOutputMapping.from_dict(mapping) for mapping in node.get('output_mappings', [])],
             input_schema=WorkflowNodeInputSchema.from_dict(node.get('input_schema', {})),
             output_schema=WorkflowNodeOutputSchema.from_dict(node.get('output_schema', {})),
-            template_metadata=node.get('template_metadata')
+            template_metadata=node.get('template_metadata'),
+            trigger_config=TriggerConfig.from_dict(node.get('trigger_config')) if node.get('trigger_config') else None
         )
         return instance
 
diff --git a/abacusai/api_class/dataset.py b/abacusai/api_class/dataset.py
index fdec3788..d9f53182 100644
--- a/abacusai/api_class/dataset.py
+++ b/abacusai/api_class/dataset.py
@@ -59,8 +59,11 @@ class DocumentProcessingConfig(ApiClass):
 
     def __post_init__(self):
         self.ocr_mode = self._detect_ocr_mode()
-        if self.document_type is not None and DocumentType.is_ocr_forced(self.document_type):
-            self.highlight_relevant_text = True
+        if self.document_type is not None:
+            if DocumentType.is_ocr_forced(self.document_type):
+                self.highlight_relevant_text = True
+            else:
+                self.highlight_relevant_text = False
         if self.highlight_relevant_text is not None:
             self.extract_bounding_boxes = self.highlight_relevant_text  # Highlight_relevant text acts as a wrapper over extract_bounding_boxes
 
diff --git a/abacusai/api_class/dataset_application_connector.py b/abacusai/api_class/dataset_application_connector.py
index 3af8b4a0..3881f067 100644
--- a/abacusai/api_class/dataset_application_connector.py
+++ b/abacusai/api_class/dataset_application_connector.py
@@ -44,6 +44,19 @@ def __post_init__(self):
         self.application_connector_type = enums.ApplicationConnectorType.CONFLUENCE
 
 
+@dataclasses.dataclass
+class BoxDatasetConfig(ApplicationConnectorDatasetConfig):
+    """
+    Dataset config for Box Application Connector
+    Args:
+        location (str): The regex location of the files to fetch
+    """
+    location: str = dataclasses.field(default=None)
+
+    def __post_init__(self):
+        self.application_connector_type = enums.ApplicationConnectorType.BOX
+
+
 @dataclasses.dataclass
 class GoogleAnalyticsDatasetConfig(ApplicationConnectorDatasetConfig):
     """
@@ -217,4 +230,5 @@ class _ApplicationConnectorDatasetConfigFactory(_ApiClassFactory):
         enums.ApplicationConnectorType.ABACUSUSAGEMETRICS: AbacusUsageMetricsDatasetConfig,
         enums.ApplicationConnectorType.FRESHSERVICE: FreshserviceDatasetConfig,
         enums.ApplicationConnectorType.TEAMSSCRAPER: TeamsScraperDatasetConfig,
+        enums.ApplicationConnectorType.BOX: BoxDatasetConfig,
     }
diff --git a/abacusai/api_class/enums.py b/abacusai/api_class/enums.py
index beb9e97d..86690ace 100644
--- a/abacusai/api_class/enums.py
+++ b/abacusai/api_class/enums.py
@@ -411,6 +411,7 @@ class ApplicationConnectorType(ApiEnum):
     TEAMSSCRAPER = 'TEAMSSCRAPER'
     GITHUBUSER = 'GITHUBUSER'
     OKTASAML = 'OKTASAML'
+    BOX = 'BOX'
 
 
 class StreamingConnectorType(ApiEnum):
@@ -482,6 +483,7 @@ class LLMName(ApiEnum):
     ABACUS_SMAUG3 = 'ABACUS_SMAUG3'
     ABACUS_DRACARYS = 'ABACUS_DRACARYS'
     QWEN_2_5_32B = 'QWEN_2_5_32B'
+    QWQ_32B = 'QWQ_32B'
     GEMINI_1_5_FLASH = 'GEMINI_1_5_FLASH'
     XAI_GROK = 'XAI_GROK'
 
@@ -549,6 +551,7 @@ class WorkflowNodeInputType(ApiEnum):
     # Duplicated in reainternal.enums, both should be kept in sync
     USER_INPUT = 'USER_INPUT'
     WORKFLOW_VARIABLE = 'WORKFLOW_VARIABLE'
+    IGNORE = 'IGNORE'
 
 
 class WorkflowNodeOutputType(ApiEnum):
diff --git a/abacusai/api_class/model.py b/abacusai/api_class/model.py
index ee33063d..ed250d7c 100644
--- a/abacusai/api_class/model.py
+++ b/abacusai/api_class/model.py
@@ -681,6 +681,7 @@ class TimeseriesAnomalyTrainingConfig(TrainingConfig):
         anomaly_type (TimeseriesAnomalyTypeOfAnomaly): select what kind of peaks to detect as anomalies
         hyperparameter_calculation_with_heuristics (TimeseriesAnomalyUseHeuristic): Enable heuristic calculation to get hyperparameters for the model
         threshold_score (float): Threshold score for anomaly detection
+        additional_anomaly_ids (List[str]): List of categorical columns that can act as multi-identifier
     """
     type_of_split: enums.TimeseriesAnomalyDataSplitType = dataclasses.field(default=None)
     test_start: str = dataclasses.field(default=None)
@@ -692,6 +693,7 @@ class TimeseriesAnomalyTrainingConfig(TrainingConfig):
     anomaly_type: enums.TimeseriesAnomalyTypeOfAnomaly = dataclasses.field(default=None)
     hyperparameter_calculation_with_heuristics: enums.TimeseriesAnomalyUseHeuristic = dataclasses.field(default=None)
     threshold_score: float = dataclasses.field(default=None)
+    additional_anomaly_ids: List[str] = dataclasses.field(default=None)
 
     def __post_init__(self):
         self.problem_type = enums.ProblemType.TS_ANOMALY
diff --git a/abacusai/chatllm_computer.py b/abacusai/chatllm_computer.py
new file mode 100644
index 00000000..7b2f7945
--- /dev/null
+++ b/abacusai/chatllm_computer.py
@@ -0,0 +1,39 @@
+from .return_class import AbstractApiClass
+
+
+class ChatllmComputer(AbstractApiClass):
+    """
+        ChatLLMComputer
+
+        Args:
+            client (ApiClient): An authenticated API Client instance
+            computerId (int): The computer id.
+            token (str): The token.
+            vncEndpoint (str): The VNC endpoint.
+    """
+
+    def __init__(self, client, computerId=None, token=None, vncEndpoint=None):
+        super().__init__(client, None)
+        self.computer_id = computerId
+        self.token = token
+        self.vnc_endpoint = vncEndpoint
+        self.deprecated_keys = {}
+
+    def __repr__(self):
+        repr_dict = {f'computer_id': repr(self.computer_id), f'token': repr(
+            self.token), f'vnc_endpoint': repr(self.vnc_endpoint)}
+        class_name = "ChatllmComputer"
+        repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
+        ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
+        return f"{class_name}({repr_str})"
+
+    def to_dict(self):
+        """
+        Get a dict representation of the parameters in this class
+
+        Returns:
+            dict: The dict value representation of the class parameters
+        """
+        resp = {'computer_id': self.computer_id,
+                'token': self.token, 'vnc_endpoint': self.vnc_endpoint}
+        return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
diff --git a/abacusai/client.py b/abacusai/client.py
index 2264d3c4..f22aa940 100644
--- a/abacusai/client.py
+++ b/abacusai/client.py
@@ -300,14 +300,6 @@ def to_dict(self):
                     result[k] = v
         return result
 
-    def __getattr__(self, item):
-        for section_data in self.section_data_list:
-            for k, v in section_data.items():
-                if k == item:
-                    return v
-        raise AttributeError(
-            f"'{self.__class__.__name__}' object has no attribute '{item}'")
-
 
 class ClientOptions:
     """
@@ -641,7 +633,7 @@ class BaseApiClient:
         client_options (ClientOptions): Optional API client configurations
         skip_version_check (bool): If true, will skip checking the server's current API version on initializing the client
     """
-    client_version = '1.4.21'
+    client_version = '1.4.22'
 
     def __init__(self, api_key: str = None, server: str = None, client_options: ClientOptions = None, skip_version_check: bool = False, include_tb: bool = False):
         self.api_key = api_key
@@ -7592,19 +7584,18 @@ def execute_agent_with_binary_data(self, deployment_token: str, deployment_id: s
             deployment_id, deployment_token) if deployment_token else None
         return self._call_api('executeAgentWithBinaryData', 'POST', query_params={'deploymentToken': deployment_token, 'deploymentId': deployment_id}, data={'arguments': json.dumps(arguments) if (arguments is not None and not isinstance(arguments, str)) else arguments, 'keywordArguments': json.dumps(keyword_arguments) if (keyword_arguments is not None and not isinstance(keyword_arguments, str)) else keyword_arguments, 'deploymentConversationId': json.dumps(deployment_conversation_id) if (deployment_conversation_id is not None and not isinstance(deployment_conversation_id, str)) else deployment_conversation_id, 'externalSessionId': json.dumps(external_session_id) if (external_session_id is not None and not isinstance(external_session_id, str)) else external_session_id}, parse_type=AgentDataExecutionResult, files=blobs, server_override=prediction_url, timeout=1500)
 
-    def start_autonomous_agent(self, deployment_token: str, deployment_id: str, deployment_conversation_id: str = None, arguments: list = None, keyword_arguments: dict = None, save_conversations: bool = True) -> Dict:
+    def start_autonomous_agent(self, deployment_token: str, deployment_id: str, arguments: list = None, keyword_arguments: dict = None, save_conversations: bool = True) -> Dict:
         """Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.
 
         Args:
             deployment_token (str): The deployment token used to authenticate access to created deployments. This token is only authorized to predict on deployments in this project, making it safe to embed this model in an application or website.
             deployment_id (str): A unique string identifier for the deployment created under the project.
-            deployment_conversation_id (str): A unique string identifier for the deployment conversation used for the conversation.
             arguments (list): Positional arguments to the agent execute function.
             keyword_arguments (dict): A dictionary where each 'key' represents the parameter name and its corresponding 'value' represents the value of that parameter for the agent execute function.
             save_conversations (bool): If true then a new conversation will be created for every run of the workflow associated with the agent."""
         prediction_url = self._get_prediction_endpoint(
             deployment_id, deployment_token) if deployment_token else None
-        return self._call_api('startAutonomousAgent', 'POST', query_params={'deploymentToken': deployment_token, 'deploymentId': deployment_id}, body={'deploymentConversationId': deployment_conversation_id, 'arguments': arguments, 'keywordArguments': keyword_arguments, 'saveConversations': save_conversations}, server_override=prediction_url, timeout=1500)
+        return self._call_api('startAutonomousAgent', 'POST', query_params={'deploymentToken': deployment_token, 'deploymentId': deployment_id}, body={'arguments': arguments, 'keywordArguments': keyword_arguments, 'saveConversations': save_conversations}, server_override=prediction_url, timeout=1500)
 
     def pause_autonomous_agent(self, deployment_token: str, deployment_id: str, deployment_conversation_id: str) -> Dict:
         """Pauses a deployed Autonomous agent associated with the given deployment_conversation_id.
diff --git a/abacusai/external_application.py b/abacusai/external_application.py
index 23d45dea..365b59df 100644
--- a/abacusai/external_application.py
+++ b/abacusai/external_application.py
@@ -23,9 +23,10 @@ class ExternalApplication(AbstractApiClass):
             isSystemCreated (bool): Whether the external application is system created.
             isCustomizable (bool): Whether the external application is customizable.
             isDeprecated (bool): Whether the external application is deprecated. Only applicable for system created bots. Deprecated external applications will not show in the UI.
+            isVisible (bool): Whether the external application should be shown in the dropdown.
     """
 
-    def __init__(self, client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, isAgent=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None, isSystemCreated=None, isCustomizable=None, isDeprecated=None):
+    def __init__(self, client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, isAgent=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None, isSystemCreated=None, isCustomizable=None, isDeprecated=None, isVisible=None):
         super().__init__(client, externalApplicationId)
         self.name = name
         self.external_application_id = externalApplicationId
@@ -43,11 +44,12 @@ def __init__(self, client, name=None, externalApplicationId=None, deploymentId=N
         self.is_system_created = isSystemCreated
         self.is_customizable = isCustomizable
         self.is_deprecated = isDeprecated
+        self.is_visible = isVisible
         self.deprecated_keys = {}
 
     def __repr__(self):
         repr_dict = {f'name': repr(self.name), f'external_application_id': repr(self.external_application_id), f'deployment_id': repr(self.deployment_id), f'description': repr(self.description), f'logo': repr(self.logo), f'theme': repr(self.theme), f'user_group_ids': repr(self.user_group_ids), f'use_case': repr(self.use_case), f'is_agent': repr(self.is_agent), f'status': repr(
-            self.status), f'deployment_conversation_retention_hours': repr(self.deployment_conversation_retention_hours), f'managed_user_service': repr(self.managed_user_service), f'prediction_overrides': repr(self.prediction_overrides), f'is_system_created': repr(self.is_system_created), f'is_customizable': repr(self.is_customizable), f'is_deprecated': repr(self.is_deprecated)}
+            self.status), f'deployment_conversation_retention_hours': repr(self.deployment_conversation_retention_hours), f'managed_user_service': repr(self.managed_user_service), f'prediction_overrides': repr(self.prediction_overrides), f'is_system_created': repr(self.is_system_created), f'is_customizable': repr(self.is_customizable), f'is_deprecated': repr(self.is_deprecated), f'is_visible': repr(self.is_visible)}
         class_name = "ExternalApplication"
         repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
         ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
@@ -61,7 +63,7 @@ def to_dict(self):
             dict: The dict value representation of the class parameters
         """
         resp = {'name': self.name, 'external_application_id': self.external_application_id, 'deployment_id': self.deployment_id, 'description': self.description, 'logo': self.logo, 'theme': self.theme, 'user_group_ids': self.user_group_ids, 'use_case': self.use_case, 'is_agent': self.is_agent, 'status': self.status,
-                'deployment_conversation_retention_hours': self.deployment_conversation_retention_hours, 'managed_user_service': self.managed_user_service, 'prediction_overrides': self.prediction_overrides, 'is_system_created': self.is_system_created, 'is_customizable': self.is_customizable, 'is_deprecated': self.is_deprecated}
+                'deployment_conversation_retention_hours': self.deployment_conversation_retention_hours, 'managed_user_service': self.managed_user_service, 'prediction_overrides': self.prediction_overrides, 'is_system_created': self.is_system_created, 'is_customizable': self.is_customizable, 'is_deprecated': self.is_deprecated, 'is_visible': self.is_visible}
         return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
 
     def update(self, name: str = None, description: str = None, theme: dict = None, deployment_id: str = None, deployment_conversation_retention_hours: int = None, reset_retention_policy: bool = False):
diff --git a/abacusai/prediction_client.py b/abacusai/prediction_client.py
index c4a7d838..03961c9b 100644
--- a/abacusai/prediction_client.py
+++ b/abacusai/prediction_client.py
@@ -761,19 +761,18 @@ def execute_agent_with_binary_data(self, deployment_token: str, deployment_id: s
             deployment_id, deployment_token) if deployment_token else None
         return self._call_api('executeAgentWithBinaryData', 'POST', query_params={'deploymentToken': deployment_token, 'deploymentId': deployment_id}, data={'arguments': json.dumps(arguments) if (arguments is not None and not isinstance(arguments, str)) else arguments, 'keywordArguments': json.dumps(keyword_arguments) if (keyword_arguments is not None and not isinstance(keyword_arguments, str)) else keyword_arguments, 'deploymentConversationId': json.dumps(deployment_conversation_id) if (deployment_conversation_id is not None and not isinstance(deployment_conversation_id, str)) else deployment_conversation_id, 'externalSessionId': json.dumps(external_session_id) if (external_session_id is not None and not isinstance(external_session_id, str)) else external_session_id}, parse_type=AgentDataExecutionResult, files=blobs, server_override=prediction_url, timeout=1500)
 
-    def start_autonomous_agent(self, deployment_token: str, deployment_id: str, deployment_conversation_id: str = None, arguments: list = None, keyword_arguments: dict = None, save_conversations: bool = True) -> Dict:
+    def start_autonomous_agent(self, deployment_token: str, deployment_id: str, arguments: list = None, keyword_arguments: dict = None, save_conversations: bool = True) -> Dict:
         """Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.
 
         Args:
             deployment_token (str): The deployment token used to authenticate access to created deployments. This token is only authorized to predict on deployments in this project, making it safe to embed this model in an application or website.
             deployment_id (str): A unique string identifier for the deployment created under the project.
-            deployment_conversation_id (str): A unique string identifier for the deployment conversation used for the conversation.
             arguments (list): Positional arguments to the agent execute function.
             keyword_arguments (dict): A dictionary where each 'key' represents the parameter name and its corresponding 'value' represents the value of that parameter for the agent execute function.
             save_conversations (bool): If true then a new conversation will be created for every run of the workflow associated with the agent."""
         prediction_url = self._get_prediction_endpoint(
             deployment_id, deployment_token) if deployment_token else None
-        return self._call_api('startAutonomousAgent', 'POST', query_params={'deploymentToken': deployment_token, 'deploymentId': deployment_id}, body={'deploymentConversationId': deployment_conversation_id, 'arguments': arguments, 'keywordArguments': keyword_arguments, 'saveConversations': save_conversations}, server_override=prediction_url, timeout=1500)
+        return self._call_api('startAutonomousAgent', 'POST', query_params={'deploymentToken': deployment_token, 'deploymentId': deployment_id}, body={'arguments': arguments, 'keywordArguments': keyword_arguments, 'saveConversations': save_conversations}, server_override=prediction_url, timeout=1500)
 
     def pause_autonomous_agent(self, deployment_token: str, deployment_id: str, deployment_conversation_id: str) -> Dict:
         """Pauses a deployed Autonomous agent associated with the given deployment_conversation_id.
diff --git a/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt b/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt
index 17c42515..2bb6a1cb 100644
--- a/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: method
+      :value: None
+
 
 
    .. py:attribute:: docstring
+      :value: None
+
 
 
    .. py:attribute:: score
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/address/index.rst.txt b/docs/_sources/autoapi/abacusai/address/index.rst.txt
index a7585872..5a46d611 100644
--- a/docs/_sources/autoapi/abacusai/address/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/address/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: address_line_1
+      :value: None
+
 
 
    .. py:attribute:: address_line_2
+      :value: None
+
 
 
    .. py:attribute:: city
+      :value: None
+
 
 
    .. py:attribute:: state_or_province
+      :value: None
+
 
 
    .. py:attribute:: postal_code
+      :value: None
+
 
 
    .. py:attribute:: country
+      :value: None
+
 
 
    .. py:attribute:: additional_info
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/agent/index.rst.txt b/docs/_sources/autoapi/abacusai/agent/index.rst.txt
index 9b7b0570..97b999b9 100644
--- a/docs/_sources/autoapi/abacusai/agent/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent/index.rst.txt
@@ -57,36 +57,58 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: agent_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: agent_config
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: training_required
+      :value: None
+
 
 
    .. py:attribute:: agent_execution_config
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/agent_chat_message/index.rst.txt b/docs/_sources/autoapi/abacusai/agent_chat_message/index.rst.txt
index 0bd42606..53743d47 100644
--- a/docs/_sources/autoapi/abacusai/agent_chat_message/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent_chat_message/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: role
+      :value: None
+
 
 
    .. py:attribute:: text
+      :value: None
+
 
 
    .. py:attribute:: doc_ids
+      :value: None
+
 
 
    .. py:attribute:: keyword_arguments
+      :value: None
+
 
 
    .. py:attribute:: segments
+      :value: None
+
 
 
    .. py:attribute:: streamed_data
+      :value: None
+
 
 
    .. py:attribute:: streamed_section_data
+      :value: None
+
 
 
    .. py:attribute:: agent_workflow_node_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt b/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt
index d6b3da5e..a380a19e 100644
--- a/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: filename
+      :value: None
+
 
 
    .. py:attribute:: mime_type
+      :value: None
+
 
 
    .. py:attribute:: size
+      :value: None
+
 
 
    .. py:attribute:: page_count
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt b/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt
index bbc01b2f..5c2df8c0 100644
--- a/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt
@@ -33,9 +33,13 @@ Module Contents
 
 
    .. py:attribute:: response
+      :value: None
+
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: doc_infos
diff --git a/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt b/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt
index fc828deb..c46d7f4c 100644
--- a/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt
@@ -51,33 +51,53 @@ Module Contents
 
 
    .. py:attribute:: agent_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: agent_id
+      :value: None
+
 
 
    .. py:attribute:: agent_config
+      :value: None
+
 
 
    .. py:attribute:: publishing_started_at
+      :value: None
+
 
 
    .. py:attribute:: publishing_completed_at
+      :value: None
+
 
 
    .. py:attribute:: pending_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: failed_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: agent_execution_config
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt b/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt
index 6229b6f3..764e60cc 100644
--- a/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: task
+      :value: None
+
 
 
    .. py:attribute:: task_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt b/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt
index ac2f2770..89fc4177 100644
--- a/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt
@@ -59,48 +59,78 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: is_default_enabled
+      :value: None
+
 
 
    .. py:attribute:: training_input_mappings
+      :value: None
+
 
 
    .. py:attribute:: train_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_many_function_name
+      :value: None
+
 
 
    .. py:attribute:: initialize_function_name
+      :value: None
+
 
 
    .. py:attribute:: config_options
+      :value: None
+
 
 
    .. py:attribute:: algorithm_id
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: algorithm_training_config
+      :value: None
+
 
 
    .. py:attribute:: only_offline_deployable
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/annotation/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation/index.rst.txt
index 9e7fda9f..b7f54a30 100644
--- a/docs/_sources/autoapi/abacusai/annotation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: annotation_type
+      :value: None
+
 
 
    .. py:attribute:: annotation_value
+      :value: None
+
 
 
    .. py:attribute:: comments
+      :value: None
+
 
 
    .. py:attribute:: metadata
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt
index 61b46eb2..bd9e42c6 100644
--- a/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: feature_annotation_configs
+      :value: None
+
 
 
    .. py:attribute:: labels
+      :value: None
+
 
 
    .. py:attribute:: status_feature
+      :value: None
+
 
 
    .. py:attribute:: comments_features
+      :value: None
+
 
 
    .. py:attribute:: metadata_feature
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt
index 4857495d..7ee41cff 100644
--- a/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_identifier
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_index
+      :value: None
+
 
 
    .. py:attribute:: total_rows
+      :value: None
+
 
 
    .. py:attribute:: is_annotation_present
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt
index efac5c1a..50c72faa 100644
--- a/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt
@@ -47,30 +47,48 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_name
+      :value: None
+
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_identifier
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: annotation_entry_marker
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: locked_until
+      :value: None
+
 
 
    .. py:attribute:: verification_info
+      :value: None
+
 
 
    .. py:attribute:: annotation
diff --git a/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt b/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt
index 794e8522..4fc8cadd 100644
--- a/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt
@@ -41,21 +41,33 @@ Module Contents
 
 
    .. py:attribute:: total
+      :value: None
+
 
 
    .. py:attribute:: done
+      :value: None
+
 
 
    .. py:attribute:: in_progress
+      :value: None
+
 
 
    .. py:attribute:: todo
+      :value: None
+
 
 
    .. py:attribute:: latest_updated_at
+      :value: None
+
 
 
    .. py:attribute:: is_materialization_needed
+      :value: None
+
 
 
    .. py:attribute:: latest_materialized_annotation_config
diff --git a/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt
index 0b68fa26..e9255092 100644
--- a/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt
@@ -77,10 +77,14 @@ Module Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt
index 5cec51fb..638d2ea0 100644
--- a/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt
@@ -15,6 +15,7 @@ Classes
    abacusai.api_class.ai_agents.WorkflowNodeInputSchema
    abacusai.api_class.ai_agents.WorkflowNodeOutputMapping
    abacusai.api_class.ai_agents.WorkflowNodeOutputSchema
+   abacusai.api_class.ai_agents.TriggerConfig
    abacusai.api_class.ai_agents.WorkflowGraphNode
    abacusai.api_class.ai_agents.WorkflowGraphEdge
    abacusai.api_class.ai_agents.WorkflowGraph
@@ -60,10 +61,14 @@ Module Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: example_extraction
       :type:  Union[str, int, bool, float, list, dict]
+      :value: None
+
 
 
    .. py:attribute:: type
@@ -91,8 +96,8 @@ Module Contents
 
    :param name: The name of the input variable of the node function.
    :type name: str
-   :param variable_type: The type of the input.
-   :type variable_type: WorkflowNodeInputType
+   :param variable_type: The type of the input. If the type is `IGNORE`, the input will be ignored.
+   :type variable_type: Union[WorkflowNodeInputType, str]
    :param variable_source: The name of the node this variable is sourced from.
                            If the type is `WORKFLOW_VARIABLE`, the value given by the source node will be directly used.
                            If the type is `USER_INPUT`, the value given by the source node will be used as the default initial value before the user edits it.
@@ -112,18 +117,23 @@ Module Contents
 
    .. py:attribute:: variable_source
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: source_prop
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: True
 
 
-   .. py:attribute:: default_value
-      :type:  Any
+
+   .. py:method:: __post_init__()
 
 
    .. py:method:: to_dict()
@@ -164,14 +174,20 @@ Module Contents
 
    .. py:attribute:: schema_source
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: schema_prop
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: runtime_schema
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: to_dict()
@@ -265,7 +281,37 @@ Module Contents
 
 
 
-.. py:class:: WorkflowGraphNode(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None)
+.. py:class:: TriggerConfig
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+
+   Represents the configuration for a trigger workflow node.
+
+   :param sleep_time: The time in seconds to wait before the node gets executed again.
+   :type sleep_time: int
+
+
+   .. py:attribute:: sleep_time
+      :type:  int
+      :value: None
+
+
+
+   .. py:method:: to_dict()
+
+      Standardizes converting an ApiClass to dictionary.
+      Keys of response dictionary are converted to camel case.
+      This also validates the fields ( type, value, etc ) received in the dictionary.
+
+
+
+   .. py:method:: from_dict(configs)
+      :classmethod:
+
+
+
+.. py:class:: WorkflowGraphNode(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None, trigger_config = None)
 
    Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
@@ -288,12 +334,20 @@ Module Contents
    Additional Attributes:
        function_name (str): The name of the function.
        source_code (str): The source code of the function.
+       trigger_config (TriggerConfig): The configuration for a trigger workflow node.
 
 
    .. py:attribute:: template_metadata
+      :value: None
+
+
 
+   .. py:attribute:: trigger_config
+      :value: None
 
-   .. py:method:: _raw_init(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None)
+
+
+   .. py:method:: _raw_init(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None, trigger_config = None)
       :classmethod:
 
 
@@ -386,18 +440,26 @@ Module Contents
 
    .. py:attribute:: nodes
       :type:  List[WorkflowGraphNode]
+      :value: []
+
 
 
    .. py:attribute:: edges
       :type:  List[WorkflowGraphEdge]
+      :value: []
+
 
 
    .. py:attribute:: primary_start_node
       :type:  Union[str, WorkflowGraphNode]
+      :value: None
+
 
 
    .. py:attribute:: common_source_code
       :type:  str
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -430,14 +492,20 @@ Module Contents
 
    .. py:attribute:: is_user
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: text
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_contents
       :type:  dict
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -471,14 +539,20 @@ Module Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: default_value
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: to_dict()
@@ -515,10 +589,14 @@ Module Contents
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: description
       :type:  str
+      :value: ''
+
 
 
    .. py:method:: to_dict()
@@ -559,6 +637,8 @@ Module Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: ''
+
 
 
    .. py:method:: to_dict()
diff --git a/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt
index 4bd7bc84..81a65167 100644
--- a/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt
@@ -34,13 +34,19 @@ Module Contents
 
    .. py:attribute:: title
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: disable_problem_type_context
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: ignore_history
       :type:  bool
+      :value: None
+
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt
index da71cbcc..bebc36f1 100644
--- a/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt
@@ -36,6 +36,8 @@ Module Contents
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -44,6 +46,8 @@ Module Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -78,34 +82,50 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: predictions_start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_prediction_offset
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: start_date_offset
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: forecasting_horizon
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_to_include_in_the_result
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -124,6 +144,8 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -148,18 +170,26 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: number_of_items
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_to_include_in_the_result
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: score_field
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -200,50 +230,74 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  abacusai.api_class.enums.ExplainerType
+      :value: None
+
 
 
    .. py:attribute:: number_of_samples_to_use_for_explainer
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: include_multi_class_explanations
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: features_considered_constant_for_explanations
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: importance_of_records_in_nested_columns
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_lower_bound
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_upper_bound
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_label
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -266,14 +320,20 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: files_output_location_prefix
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: channel_id_to_label_map
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -294,10 +354,14 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explode_output
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -322,18 +386,26 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: analysis_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: analysis_days
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -352,6 +424,8 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -372,10 +446,14 @@ Module Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt
index 97026793..30cba51a 100644
--- a/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt
@@ -30,6 +30,8 @@ Module Contents
 
    .. py:attribute:: streaming_connector_type
       :type:  abacusai.api_class.enums.StreamingConnectorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -50,6 +52,8 @@ Module Contents
 
    .. py:attribute:: topic
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt
index ae203979..7df00548 100644
--- a/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt
@@ -33,6 +33,8 @@ Module Contents
 
    .. py:attribute:: is_documentset
       :type:  bool
+      :value: None
+
 
 
 .. py:class:: ParsingConfig
@@ -52,14 +54,20 @@ Module Contents
 
    .. py:attribute:: escape
       :type:  str
+      :value: '"'
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: file_path_with_schema
       :type:  str
+      :value: None
+
 
 
 .. py:class:: DocumentProcessingConfig
@@ -197,6 +205,8 @@ Module Contents
 
    .. py:attribute:: timestamp_column
       :type:  str
+      :value: None
+
 
 
 .. py:class:: AttachmentParsingConfig
@@ -216,13 +226,19 @@ Module Contents
 
    .. py:attribute:: feature_group_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: column_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: urls
       :type:  str
+      :value: None
+
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt
index a8e1273f..a8091769 100644
--- a/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt
@@ -11,6 +11,7 @@ Classes
 
    abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig
    abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig
+   abacusai.api_class.dataset_application_connector.BoxDatasetConfig
    abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig
    abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig
    abacusai.api_class.dataset_application_connector.JiraDatasetConfig
@@ -43,14 +44,20 @@ Module Contents
 
    .. py:attribute:: application_connector_type
       :type:  abacusai.api_class.enums.ApplicationConnectorType
+      :value: None
+
 
 
    .. py:attribute:: application_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_processing_config
       :type:  abacusai.api_class.dataset.DatasetDocumentProcessingConfig
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -76,18 +83,45 @@ Module Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: space_key
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: pull_attachments
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
+
+
+   .. py:method:: __post_init__()
+
+
+.. py:class:: BoxDatasetConfig
+
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
+
+
+   Dataset config for Box Application Connector
+   :param location: The regex location of the files to fetch
+   :type location: str
+
+
+   .. py:attribute:: location
+      :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -110,14 +144,20 @@ Module Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_timestamp
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: end_timestamp
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -142,18 +182,26 @@ Module Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -178,18 +226,26 @@ Module Contents
 
    .. py:attribute:: jql
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_fields
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: include_comments
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: include_watchers
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -214,18 +270,26 @@ Module Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -250,18 +314,26 @@ Module Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -280,6 +352,8 @@ Module Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -300,10 +374,14 @@ Module Contents
 
    .. py:attribute:: include_entire_conversation_history
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: include_all_feedback
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -326,14 +404,20 @@ Module Contents
 
    .. py:attribute:: pull_chat_messages
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: pull_channel_posts
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: pull_transcripts
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt
index 420dd3bb..f9a9d4b6 100644
--- a/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt
@@ -34,6 +34,8 @@ Module Contents
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -42,6 +44,8 @@ Module Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -66,14 +70,20 @@ Module Contents
 
    .. py:attribute:: forced_assignments
       :type:  dict
+      :value: None
+
 
 
    .. py:attribute:: solve_time_limit_seconds
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_all_assignments
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -96,14 +106,20 @@ Module Contents
 
    .. py:attribute:: start_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_all_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -132,26 +148,38 @@ Module Contents
 
    .. py:attribute:: llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: system_message
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: ignore_documents
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -172,10 +200,14 @@ Module Contents
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -202,22 +234,32 @@ Module Contents
 
    .. py:attribute:: num_predictions
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -244,22 +286,32 @@ Module Contents
 
    .. py:attribute:: num_predictions
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -288,26 +340,38 @@ Module Contents
 
    .. py:attribute:: llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: system_message
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: ignore_documents
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -326,6 +390,8 @@ Module Contents
 
    .. py:attribute:: limit_results
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt
index 5aec2543..6f361f5d 100644
--- a/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt
@@ -52,38 +52,56 @@ Module Contents
 
    .. py:attribute:: chunk_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: text_encoder
       :type:  abacusai.api_class.enums.VectorStoreTextEncoder
+      :value: None
+
 
 
    .. py:attribute:: chunk_size_factors
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: score_multiplier_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: prune_vectors
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: index_metadata_columns
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_document_summary
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: summary_instructions
       :type:  str
+      :value: None
+
 
 
 .. py:data:: DocumentRetrieverConfig
diff --git a/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt
index d559b2da..dbe95251 100644
--- a/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt
@@ -1784,6 +1784,11 @@ Module Contents
 
 
 
+   .. py:attribute:: BOX
+      :value: 'BOX'
+
+
+
 .. py:class:: StreamingConnectorType
 
    Bases: :py:obj:`ApiEnum`
@@ -2109,6 +2114,11 @@ Module Contents
 
 
 
+   .. py:attribute:: QWQ_32B
+      :value: 'QWQ_32B'
+
+
+
    .. py:attribute:: GEMINI_1_5_FLASH
       :value: 'GEMINI_1_5_FLASH'
 
@@ -2394,6 +2404,11 @@ Module Contents
 
 
 
+   .. py:attribute:: IGNORE
+      :value: 'IGNORE'
+
+
+
 .. py:class:: WorkflowNodeOutputType
 
    Bases: :py:obj:`ApiEnum`
diff --git a/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt
index 8c4df6a3..294a2c18 100644
--- a/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt
@@ -40,6 +40,8 @@ Module Contents
 
    .. py:attribute:: sampling_method
       :type:  abacusai.api_class.enums.SamplingMethodType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -69,6 +71,8 @@ Module Contents
 
    .. py:attribute:: key_columns
       :type:  List[str]
+      :value: []
+
 
 
    .. py:method:: __post_init__()
@@ -93,6 +97,8 @@ Module Contents
 
    .. py:attribute:: key_columns
       :type:  List[str]
+      :value: []
+
 
 
    .. py:method:: __post_init__()
@@ -128,6 +134,8 @@ Module Contents
 
    .. py:attribute:: merge_mode
       :type:  abacusai.api_class.enums.MergeMode
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -157,6 +165,8 @@ Module Contents
 
    .. py:attribute:: include_version_timestamp_column
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -187,6 +197,8 @@ Module Contents
 
    .. py:attribute:: include_version_timestamp_column
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -222,6 +234,8 @@ Module Contents
 
    .. py:attribute:: operator_type
       :type:  abacusai.api_class.enums.OperatorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -251,18 +265,26 @@ Module Contents
 
    .. py:attribute:: columns
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: index_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: value_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: exclude
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -285,14 +307,20 @@ Module Contents
 
    .. py:attribute:: input_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: input_column_type
       :type:  abacusai.api_class.enums.MarkdownOperatorInputType
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -321,34 +349,50 @@ Module Contents
 
    .. py:attribute:: input_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: depth_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: input_column_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: crawl_depth
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: disable_host_restriction
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: honour_website_rules
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: user_agent
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -371,14 +415,20 @@ Module Contents
 
    .. py:attribute:: doc_id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_processing_config
       :type:  abacusai.api_class.dataset.DocumentProcessingConfig
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -429,70 +479,104 @@ Module Contents
 
    .. py:attribute:: prompt_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: completion_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: description_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: id_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: generation_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: fewshot_examples
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: concurrency
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: examples_per_target
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: subset_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: verify_response
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: token_budget
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: oversample
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: documentation_char_limit
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: frequency_penalty
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: model
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: seed
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -513,10 +597,14 @@ Module Contents
 
    .. py:attribute:: feature_group_ids
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: drop_non_intersecting_columns
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_class/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/index.rst.txt
index d9170b36..3a573961 100644
--- a/docs/_sources/autoapi/abacusai/api_class/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/index.rst.txt
@@ -52,6 +52,7 @@ Classes
    abacusai.api_class.WorkflowNodeInputSchema
    abacusai.api_class.WorkflowNodeOutputMapping
    abacusai.api_class.WorkflowNodeOutputSchema
+   abacusai.api_class.TriggerConfig
    abacusai.api_class.WorkflowGraphNode
    abacusai.api_class.WorkflowGraphEdge
    abacusai.api_class.WorkflowGraph
@@ -97,6 +98,7 @@ Classes
    abacusai.api_class.DatasetDocumentProcessingConfig
    abacusai.api_class.ApplicationConnectorDatasetConfig
    abacusai.api_class.ConfluenceDatasetConfig
+   abacusai.api_class.BoxDatasetConfig
    abacusai.api_class.GoogleAnalyticsDatasetConfig
    abacusai.api_class.GoogleDriveDatasetConfig
    abacusai.api_class.JiraDatasetConfig
@@ -313,10 +315,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -390,10 +396,14 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: example_extraction
       :type:  Union[str, int, bool, float, list, dict]
+      :value: None
+
 
 
    .. py:attribute:: type
@@ -421,8 +431,8 @@ Package Contents
 
    :param name: The name of the input variable of the node function.
    :type name: str
-   :param variable_type: The type of the input.
-   :type variable_type: WorkflowNodeInputType
+   :param variable_type: The type of the input. If the type is `IGNORE`, the input will be ignored.
+   :type variable_type: Union[WorkflowNodeInputType, str]
    :param variable_source: The name of the node this variable is sourced from.
                            If the type is `WORKFLOW_VARIABLE`, the value given by the source node will be directly used.
                            If the type is `USER_INPUT`, the value given by the source node will be used as the default initial value before the user edits it.
@@ -442,18 +452,23 @@ Package Contents
 
    .. py:attribute:: variable_source
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: source_prop
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: True
 
 
-   .. py:attribute:: default_value
-      :type:  Any
+
+   .. py:method:: __post_init__()
 
 
    .. py:method:: to_dict()
@@ -494,14 +509,20 @@ Package Contents
 
    .. py:attribute:: schema_source
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: schema_prop
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: runtime_schema
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: to_dict()
@@ -595,7 +616,37 @@ Package Contents
 
 
 
-.. py:class:: WorkflowGraphNode(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None)
+.. py:class:: TriggerConfig
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+
+   Represents the configuration for a trigger workflow node.
+
+   :param sleep_time: The time in seconds to wait before the node gets executed again.
+   :type sleep_time: int
+
+
+   .. py:attribute:: sleep_time
+      :type:  int
+      :value: None
+
+
+
+   .. py:method:: to_dict()
+
+      Standardizes converting an ApiClass to dictionary.
+      Keys of response dictionary are converted to camel case.
+      This also validates the fields ( type, value, etc ) received in the dictionary.
+
+
+
+   .. py:method:: from_dict(configs)
+      :classmethod:
+
+
+
+.. py:class:: WorkflowGraphNode(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None, trigger_config = None)
 
    Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
@@ -618,12 +669,20 @@ Package Contents
    Additional Attributes:
        function_name (str): The name of the function.
        source_code (str): The source code of the function.
+       trigger_config (TriggerConfig): The configuration for a trigger workflow node.
 
 
    .. py:attribute:: template_metadata
+      :value: None
 
 
-   .. py:method:: _raw_init(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None)
+
+   .. py:attribute:: trigger_config
+      :value: None
+
+
+
+   .. py:method:: _raw_init(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None, trigger_config = None)
       :classmethod:
 
 
@@ -716,18 +775,26 @@ Package Contents
 
    .. py:attribute:: nodes
       :type:  List[WorkflowGraphNode]
+      :value: []
+
 
 
    .. py:attribute:: edges
       :type:  List[WorkflowGraphEdge]
+      :value: []
+
 
 
    .. py:attribute:: primary_start_node
       :type:  Union[str, WorkflowGraphNode]
+      :value: None
+
 
 
    .. py:attribute:: common_source_code
       :type:  str
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -760,14 +827,20 @@ Package Contents
 
    .. py:attribute:: is_user
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: text
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_contents
       :type:  dict
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -801,14 +874,20 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: default_value
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: to_dict()
@@ -845,10 +924,14 @@ Package Contents
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: description
       :type:  str
+      :value: ''
+
 
 
    .. py:method:: to_dict()
@@ -889,6 +972,8 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: ''
+
 
 
    .. py:method:: to_dict()
@@ -915,10 +1000,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -982,14 +1071,20 @@ Package Contents
 
    .. py:attribute:: title
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: disable_problem_type_context
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: ignore_history
       :type:  bool
+      :value: None
+
 
 
 .. py:class:: ApiClass
@@ -1003,10 +1098,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -1088,6 +1187,8 @@ Package Contents
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -1096,6 +1197,8 @@ Package Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -1130,34 +1233,50 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: predictions_start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_prediction_offset
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: start_date_offset
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: forecasting_horizon
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_to_include_in_the_result
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1176,6 +1295,8 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1200,18 +1321,26 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: number_of_items
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_to_include_in_the_result
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: score_field
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1252,50 +1381,74 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  abacusai.api_class.enums.ExplainerType
+      :value: None
+
 
 
    .. py:attribute:: number_of_samples_to_use_for_explainer
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: include_multi_class_explanations
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: features_considered_constant_for_explanations
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: importance_of_records_in_nested_columns
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_lower_bound
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_upper_bound
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_label
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1318,14 +1471,20 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: files_output_location_prefix
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: channel_id_to_label_map
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1346,10 +1505,14 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explode_output
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1374,18 +1537,26 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: analysis_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: analysis_days
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1404,6 +1575,8 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1424,10 +1597,14 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1475,10 +1652,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -1625,6 +1806,8 @@ Package Contents
 
    .. py:attribute:: is_documentset
       :type:  bool
+      :value: None
+
 
 
 .. py:class:: StreamingConnectorDatasetConfig
@@ -1640,6 +1823,8 @@ Package Contents
 
    .. py:attribute:: streaming_connector_type
       :type:  abacusai.api_class.enums.StreamingConnectorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -1660,6 +1845,8 @@ Package Contents
 
    .. py:attribute:: topic
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1696,10 +1883,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -1872,6 +2063,8 @@ Package Contents
 
    .. py:attribute:: is_documentset
       :type:  bool
+      :value: None
+
 
 
 .. py:class:: ParsingConfig
@@ -1891,14 +2084,20 @@ Package Contents
 
    .. py:attribute:: escape
       :type:  str
+      :value: '"'
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: file_path_with_schema
       :type:  str
+      :value: None
+
 
 
 .. py:class:: DocumentProcessingConfig
@@ -2036,6 +2235,8 @@ Package Contents
 
    .. py:attribute:: timestamp_column
       :type:  str
+      :value: None
+
 
 
 .. py:class:: AttachmentParsingConfig
@@ -2055,14 +2256,20 @@ Package Contents
 
    .. py:attribute:: feature_group_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: column_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: urls
       :type:  str
+      :value: None
+
 
 
 .. py:class:: _ApiClassFactory
@@ -2105,6 +2312,8 @@ Package Contents
 
    .. py:attribute:: is_documentset
       :type:  bool
+      :value: None
+
 
 
 .. py:class:: DatasetDocumentProcessingConfig
@@ -2153,14 +2362,20 @@ Package Contents
 
    .. py:attribute:: application_connector_type
       :type:  abacusai.api_class.enums.ApplicationConnectorType
+      :value: None
+
 
 
    .. py:attribute:: application_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_processing_config
       :type:  abacusai.api_class.dataset.DatasetDocumentProcessingConfig
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -2186,18 +2401,45 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: space_key
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: pull_attachments
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
+
+
+   .. py:method:: __post_init__()
+
+
+.. py:class:: BoxDatasetConfig
+
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
+
+
+   Dataset config for Box Application Connector
+   :param location: The regex location of the files to fetch
+   :type location: str
+
+
+   .. py:attribute:: location
+      :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2220,14 +2462,20 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_timestamp
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: end_timestamp
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2252,18 +2500,26 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -2288,18 +2544,26 @@ Package Contents
 
    .. py:attribute:: jql
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_fields
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: include_comments
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: include_watchers
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -2324,18 +2588,26 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -2360,18 +2632,26 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -2390,6 +2670,8 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2410,10 +2692,14 @@ Package Contents
 
    .. py:attribute:: include_entire_conversation_history
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: include_all_feedback
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -2436,14 +2722,20 @@ Package Contents
 
    .. py:attribute:: pull_chat_messages
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: pull_channel_posts
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: pull_transcripts
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -2491,10 +2783,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -2576,6 +2872,8 @@ Package Contents
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -2584,6 +2882,8 @@ Package Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -2608,14 +2908,20 @@ Package Contents
 
    .. py:attribute:: forced_assignments
       :type:  dict
+      :value: None
+
 
 
    .. py:attribute:: solve_time_limit_seconds
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_all_assignments
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2638,14 +2944,20 @@ Package Contents
 
    .. py:attribute:: start_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_all_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2674,26 +2986,38 @@ Package Contents
 
    .. py:attribute:: llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: system_message
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: ignore_documents
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2714,10 +3038,14 @@ Package Contents
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2744,22 +3072,32 @@ Package Contents
 
    .. py:attribute:: num_predictions
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2786,22 +3124,32 @@ Package Contents
 
    .. py:attribute:: num_predictions
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2830,26 +3178,38 @@ Package Contents
 
    .. py:attribute:: llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: system_message
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: ignore_documents
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2868,6 +3228,8 @@ Package Contents
 
    .. py:attribute:: limit_results
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2904,10 +3266,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -3026,38 +3392,56 @@ Package Contents
 
    .. py:attribute:: chunk_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: text_encoder
       :type:  abacusai.api_class.enums.VectorStoreTextEncoder
+      :value: None
+
 
 
    .. py:attribute:: chunk_size_factors
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: score_multiplier_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: prune_vectors
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: index_metadata_columns
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_document_summary
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: summary_instructions
       :type:  str
+      :value: None
+
 
 
 .. py:data:: DocumentRetrieverConfig
@@ -4758,6 +5142,11 @@ Package Contents
 
 
 
+   .. py:attribute:: BOX
+      :value: 'BOX'
+
+
+
 .. py:class:: StreamingConnectorType
 
    Bases: :py:obj:`ApiEnum`
@@ -5083,6 +5472,11 @@ Package Contents
 
 
 
+   .. py:attribute:: QWQ_32B
+      :value: 'QWQ_32B'
+
+
+
    .. py:attribute:: GEMINI_1_5_FLASH
       :value: 'GEMINI_1_5_FLASH'
 
@@ -5368,6 +5762,11 @@ Package Contents
 
 
 
+   .. py:attribute:: IGNORE
+      :value: 'IGNORE'
+
+
+
 .. py:class:: WorkflowNodeOutputType
 
    Bases: :py:obj:`ApiEnum`
@@ -5904,10 +6303,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -6082,6 +6485,8 @@ Package Contents
 
    .. py:attribute:: sampling_method
       :type:  abacusai.api_class.enums.SamplingMethodType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -6111,6 +6516,8 @@ Package Contents
 
    .. py:attribute:: key_columns
       :type:  List[str]
+      :value: []
+
 
 
    .. py:method:: __post_init__()
@@ -6135,6 +6542,8 @@ Package Contents
 
    .. py:attribute:: key_columns
       :type:  List[str]
+      :value: []
+
 
 
    .. py:method:: __post_init__()
@@ -6170,6 +6579,8 @@ Package Contents
 
    .. py:attribute:: merge_mode
       :type:  abacusai.api_class.enums.MergeMode
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -6199,6 +6610,8 @@ Package Contents
 
    .. py:attribute:: include_version_timestamp_column
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6229,6 +6642,8 @@ Package Contents
 
    .. py:attribute:: include_version_timestamp_column
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6264,6 +6679,8 @@ Package Contents
 
    .. py:attribute:: operator_type
       :type:  abacusai.api_class.enums.OperatorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -6293,18 +6710,26 @@ Package Contents
 
    .. py:attribute:: columns
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: index_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: value_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: exclude
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6327,14 +6752,20 @@ Package Contents
 
    .. py:attribute:: input_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: input_column_type
       :type:  abacusai.api_class.enums.MarkdownOperatorInputType
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6363,34 +6794,50 @@ Package Contents
 
    .. py:attribute:: input_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: depth_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: input_column_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: crawl_depth
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: disable_host_restriction
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: honour_website_rules
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: user_agent
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6413,14 +6860,20 @@ Package Contents
 
    .. py:attribute:: doc_id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_processing_config
       :type:  abacusai.api_class.dataset.DocumentProcessingConfig
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6471,70 +6924,104 @@ Package Contents
 
    .. py:attribute:: prompt_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: completion_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: description_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: id_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: generation_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: fewshot_examples
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: concurrency
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: examples_per_target
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: subset_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: verify_response
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: token_budget
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: oversample
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: documentation_char_limit
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: frequency_penalty
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: model
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: seed
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6555,10 +7042,14 @@ Package Contents
 
    .. py:attribute:: feature_group_ids
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: drop_non_intersecting_columns
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -6594,10 +7085,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -6679,10 +7174,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -6691,10 +7190,14 @@ Package Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:attribute:: algorithm
       :type:  str
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -6789,154 +7292,230 @@ Package Contents
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.PersonalizationObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.PersonalizationObjective
+      :value: None
+
 
 
    .. py:attribute:: training_mode
       :type:  abacusai.api_class.enums.PersonalizationTrainingMode
+      :value: None
+
 
 
    .. py:attribute:: target_action_types
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: target_action_weights
       :type:  Dict[str, float]
+      :value: None
+
 
 
    .. py:attribute:: session_event_types
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recent_days_for_training
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: training_start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_on_user_split
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_split_on_last_k_items
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_last_items_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: test_window_length_hours
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: explicit_time_split
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_row_indicator
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: sequential_training
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: optimized_event_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: disable_transformer
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_gpu
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: filter_history
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: action_types_exclusion_days
       :type:  Dict[str, float]
+      :value: None
+
 
 
    .. py:attribute:: max_history_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: compute_rerank_metrics
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: add_time_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_timestamp_scalar_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: compute_session_metrics
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: query_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: item_query_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_user_id_feature
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: session_dedupe_mins
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_item_id_feature
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_user_history_len_percentile
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: downsample_item_popularity_percentile
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: min_item_history
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7043,182 +7622,272 @@ Package Contents
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.RegressionObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.RegressionObjective
+      :value: None
+
 
 
    .. py:attribute:: tree_hpo_mode
       :type:  abacusai.api_class.enums.RegressionTreeHPOMode
+      :value: None
+
 
 
    .. py:attribute:: partial_dependence_analysis
       :type:  abacusai.api_class.enums.PartialDependenceAnalysis
+      :value: None
+
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.RegressionTypeOfSplit
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: disable_test_val_fold
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: k_fold_cross_validation
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_cv_folds
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: timestamp_based_splitting_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: timestamp_based_splitting_method
       :type:  abacusai.api_class.enums.RegressionTimeSplitMethod
+      :value: None
+
 
 
    .. py:attribute:: test_splitting_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: sampling_unit_keys
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_row_indicator
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: rebalance_classes
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: rare_class_augmentation_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: augmentation_strategy
       :type:  abacusai.api_class.enums.RegressionAugmentationStrategy
+      :value: None
+
 
 
    .. py:attribute:: training_rows_downsample_ratio
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: active_labels_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_categorical_count
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: sample_weight
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: numeric_clipping_percentile
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: target_transform
       :type:  abacusai.api_class.enums.RegressionTargetTransform
+      :value: None
+
 
 
    .. py:attribute:: ignore_datetime_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_text_words
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: perform_feature_selection
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: feature_selection_intensity
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: pretrained_model_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: pretrained_llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_multilingual
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: do_masked_language_model_pretraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_tokens_in_sentence
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: truncation_strategy
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: loss_function
       :type:  abacusai.api_class.enums.RegressionLossFunction
+      :value: None
+
 
 
    .. py:attribute:: loss_parameters
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: target_encode_categoricals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: drop_original_categoricals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: monotonically_increasing_features
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: monotonically_decreasing_features
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_loss_functions
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: custom_metrics
       :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7358,254 +8027,380 @@ Package Contents
 
    .. py:attribute:: prediction_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.ForecastingObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.ForecastingObjective
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
       :type:  abacusai.api_class.enums.ForecastingFrequency
+      :value: None
+
 
 
    .. py:attribute:: probability_quantiles
       :type:  List[float]
+      :value: None
+
 
 
    .. py:attribute:: force_prediction_length
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: filter_items
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_feature_selection
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_padding
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_cold_start
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_multiple_backtests
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_backtesting_windows
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: backtesting_window_step_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: additional_forecast_keys
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: experimentation_mode
       :type:  abacusai.api_class.enums.ExperimentationMode
+      :value: None
+
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.ForecastingDataSplitType
+      :value: None
+
 
 
    .. py:attribute:: test_by_item
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: loss_function
       :type:  abacusai.api_class.enums.ForecastingLossFunction
+      :value: None
+
 
 
    .. py:attribute:: underprediction_weight
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: disable_networks_without_analytic_quantiles
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: initial_learning_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: l2_regularization_factor
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recurrent_layers
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recurrent_units
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: convolutional_layers
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: convolution_filters
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: local_scaling_mode
       :type:  abacusai.api_class.enums.ForecastingLocalScaling
+      :value: None
+
 
 
    .. py:attribute:: zero_predictor
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_missing
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: batch_renormalization
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: history_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_step_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: training_point_overlap
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: max_scale_context
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: quantiles_extension_method
       :type:  abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
+      :value: None
+
 
 
    .. py:attribute:: number_of_samples
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: symmetrize_quantiles
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_log_transforms
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: smooth_history
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: local_scale_target
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_clipping
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_timeseries_weights_in_objective
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_item_weights_in_objective
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_timeseries_weight_scaling
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_loss_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_item_id
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_all_item_totals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: handle_zeros_as_missing_values
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: datetime_holiday_calendars
       :type:  List[abacusai.api_class.enums.HolidayCalendars]
+      :value: None
+
 
 
    .. py:attribute:: fill_missing_values
       :type:  List[List[dict]]
+      :value: None
+
 
 
    .. py:attribute:: enable_clustering
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_loss_functions
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: custom_metrics
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: return_fractional_forecasts
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: allow_training_with_small_history
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7718,26 +8513,38 @@ Package Contents
 
    .. py:attribute:: abacus_internal_model
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: larger_embeddings
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: search_chunk_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: index_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7818,142 +8625,212 @@ Package Contents
 
    .. py:attribute:: document_retrievers
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: retrieval_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: filter_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: include_general_knowledge
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_web_search
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: behavior_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: response_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_llm_rewrite
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: column_filtering_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: keyword_requirement_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: query_rewrite_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: max_search_results
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: data_feature_group_ids
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_context
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_table_context
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_column_context
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:attribute:: hide_sql_and_code
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_data_summarization
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_columns_to_ignore
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_bm25_retrieval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: database_connector_tables
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: enable_code_execution
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: metadata_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: lookup_rewrite_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_response_caching
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: unknown_answer_phrase
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_tool_bar
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_inline_source_citations
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: response_format
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: json_response_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: json_response_schema
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7976,14 +8853,20 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8004,10 +8887,14 @@ Package Contents
 
    .. py:attribute:: sentiment_type
       :type:  abacusai.api_class.enums.SentimentType
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8028,10 +8915,14 @@ Package Contents
 
    .. py:attribute:: zero_shot_hypotheses
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8054,14 +8945,20 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8084,14 +8981,20 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8110,6 +9013,8 @@ Package Contents
 
    .. py:attribute:: num_clusters_selection
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8130,10 +9035,14 @@ Package Contents
 
    .. py:attribute:: num_clusters_selection
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: imputation
       :type:  abacusai.api_class.enums.ClusteringImputationMethod
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8152,6 +9061,8 @@ Package Contents
 
    .. py:attribute:: anomaly_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8184,46 +9095,74 @@ Package Contents
    :type hyperparameter_calculation_with_heuristics: TimeseriesAnomalyUseHeuristic
    :param threshold_score: Threshold score for anomaly detection
    :type threshold_score: float
+   :param additional_anomaly_ids: List of categorical columns that can act as multi-identifier
+   :type additional_anomaly_ids: List[str]
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
+      :value: None
+
 
 
    .. py:attribute:: test_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: fill_missing_values
       :type:  List[List[dict]]
+      :value: None
+
 
 
    .. py:attribute:: handle_zeros_as_missing_values
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_samples_in_normal_region
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: anomaly_type
       :type:  abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
+      :value: None
+
 
 
    .. py:attribute:: hyperparameter_calculation_with_heuristics
       :type:  abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
+      :value: None
+
 
 
    .. py:attribute:: threshold_score
       :type:  float
+      :value: None
+
+
+
+   .. py:attribute:: additional_anomaly_ids
+      :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8252,26 +9191,38 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: historical_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: cumulative_prediction_lengths
       :type:  List[int]
+      :value: None
+
 
 
    .. py:attribute:: skip_input_transform
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_target_transform
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: predict_residuals
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8304,26 +9255,38 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: agent_interface
       :type:  abacusai.api_class.enums.AgentInterface
+      :value: None
+
 
 
    .. py:attribute:: agent_connectors
       :type:  List[abacusai.api_class.enums.ApplicationConnectorType]
+      :value: None
+
 
 
    .. py:attribute:: enable_binary_input
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: agent_input_schema
       :type:  dict
+      :value: None
+
 
 
    .. py:attribute:: agent_output_schema
       :type:  dict
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8352,26 +9315,38 @@ Package Contents
 
    .. py:attribute:: max_catalog_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: max_dimension
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: index_output_path
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: docker_image_uri
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: service_port
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: streaming_embeddings
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8390,6 +9365,8 @@ Package Contents
 
    .. py:attribute:: timeout_minutes
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8410,10 +9387,14 @@ Package Contents
 
    .. py:attribute:: solve_time_limit
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: optimality_gap_limit
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8458,18 +9439,26 @@ Package Contents
 
    .. py:attribute:: algorithm
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: only_offline_deployable
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: trained_model_types
       :type:  List[dict]
+      :value: None
+
 
 
 .. py:class:: ApiClass
@@ -8483,10 +9472,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -8571,10 +9564,14 @@ Package Contents
 
    .. py:attribute:: window_duration
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: window_from_start
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -8608,26 +9605,38 @@ Package Contents
 
    .. py:attribute:: id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: timestamp_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: target_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: window_config
       :type:  TimeWindowConfig
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -8653,10 +9662,14 @@ Package Contents
 
    .. py:attribute:: threshold_type
       :type:  abacusai.api_class.enums.StdDevThresholdType
+      :value: None
+
 
 
    .. py:attribute:: value
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -8682,10 +9695,14 @@ Package Contents
 
    .. py:attribute:: lower_bound
       :type:  StdDevThreshold
+      :value: None
+
 
 
    .. py:attribute:: upper_bound
       :type:  StdDevThreshold
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -8719,26 +9736,38 @@ Package Contents
 
    .. py:attribute:: feature_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: restricted_feature_values
       :type:  list
+      :value: []
+
 
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_value
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: max_value
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -8772,26 +9801,38 @@ Package Contents
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: restrict_feature_mappings
       :type:  List[RestrictFeatureMappings]
+      :value: None
+
 
 
    .. py:attribute:: target_class
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: train_target_feature
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: prediction_target_feature
       :type:  str
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -8813,10 +9854,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -8898,6 +9943,8 @@ Package Contents
 
    .. py:attribute:: alert_type
       :type:  abacusai.api_class.enums.MonitorAlertType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -8918,6 +9965,8 @@ Package Contents
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8942,18 +9991,26 @@ Package Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: feature_names
       :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8974,10 +10031,14 @@ Package Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8998,10 +10059,14 @@ Package Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9022,10 +10087,14 @@ Package Contents
 
    .. py:attribute:: data_integrity_type
       :type:  abacusai.api_class.enums.DataIntegrityViolationType
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9048,14 +10117,20 @@ Package Contents
 
    .. py:attribute:: bias_type
       :type:  abacusai.api_class.enums.BiasType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9077,14 +10152,20 @@ Package Contents
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: aggregation_window
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: aggregation_type
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9125,6 +10206,8 @@ Package Contents
 
    .. py:attribute:: action_type
       :type:  abacusai.api_class.enums.AlertActionType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -9147,10 +10230,14 @@ Package Contents
 
    .. py:attribute:: email_recipients
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: email_body
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9191,14 +10278,20 @@ Package Contents
 
    .. py:attribute:: drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: at_risk_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: severely_drifting_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9220,10 +10313,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -9316,10 +10413,14 @@ Package Contents
 
    .. py:attribute:: feature_mapping
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: nested_feature_name
       :type:  str
+      :value: None
+
 
 
 .. py:class:: ProjectFeatureGroupTypeMappingsConfig
@@ -9343,6 +10444,8 @@ Package Contents
 
    .. py:attribute:: feature_group_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: feature_mappings
@@ -9383,14 +10486,20 @@ Package Contents
 
    .. py:attribute:: enforcement
       :type:  Optional[str]
+      :value: None
+
 
 
    .. py:attribute:: code
       :type:  Optional[str]
+      :value: None
+
 
 
    .. py:attribute:: penalty
       :type:  Optional[float]
+      :value: None
+
 
 
 .. py:class:: ProjectFeatureGroupConfig
@@ -9403,6 +10512,8 @@ Package Contents
 
    .. py:attribute:: type
       :type:  abacusai.api_class.enums.ProjectConfigType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -9477,10 +10588,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -9546,22 +10661,32 @@ Package Contents
 
    .. py:attribute:: variable_type
       :type:  abacusai.api_class.enums.PythonFunctionArgumentType
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: value
       :type:  Any
+      :value: None
+
 
 
    .. py:attribute:: pipeline_variable
       :type:  str
+      :value: None
+
 
 
 .. py:class:: OutputVariableMapping
@@ -9579,10 +10704,14 @@ Package Contents
 
    .. py:attribute:: variable_type
       :type:  abacusai.api_class.enums.PythonFunctionOutputArgumentType
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
 .. py:class:: ApiClass
@@ -9596,10 +10725,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -9681,6 +10814,8 @@ Package Contents
 
    .. py:attribute:: connector_type
       :type:  abacusai.api_class.enums.ConnectorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -9703,10 +10838,14 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: export_file_format
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9743,26 +10882,38 @@ Package Contents
 
    .. py:attribute:: database_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: mode
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: object_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_columns
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9807,10 +10958,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt
index 2d528af5..a4cb931a 100644
--- a/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt
@@ -48,10 +48,14 @@ Module Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -60,10 +64,14 @@ Module Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:attribute:: algorithm
       :type:  str
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -158,154 +166,230 @@ Module Contents
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.PersonalizationObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.PersonalizationObjective
+      :value: None
+
 
 
    .. py:attribute:: training_mode
       :type:  abacusai.api_class.enums.PersonalizationTrainingMode
+      :value: None
+
 
 
    .. py:attribute:: target_action_types
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: target_action_weights
       :type:  Dict[str, float]
+      :value: None
+
 
 
    .. py:attribute:: session_event_types
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recent_days_for_training
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: training_start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_on_user_split
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_split_on_last_k_items
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_last_items_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: test_window_length_hours
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: explicit_time_split
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_row_indicator
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: sequential_training
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: optimized_event_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: disable_transformer
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_gpu
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: filter_history
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: action_types_exclusion_days
       :type:  Dict[str, float]
+      :value: None
+
 
 
    .. py:attribute:: max_history_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: compute_rerank_metrics
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: add_time_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_timestamp_scalar_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: compute_session_metrics
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: query_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: item_query_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_user_id_feature
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: session_dedupe_mins
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_item_id_feature
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_user_history_len_percentile
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: downsample_item_popularity_percentile
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: min_item_history
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -412,182 +496,272 @@ Module Contents
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.RegressionObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.RegressionObjective
+      :value: None
+
 
 
    .. py:attribute:: tree_hpo_mode
       :type:  abacusai.api_class.enums.RegressionTreeHPOMode
+      :value: None
+
 
 
    .. py:attribute:: partial_dependence_analysis
       :type:  abacusai.api_class.enums.PartialDependenceAnalysis
+      :value: None
+
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.RegressionTypeOfSplit
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: disable_test_val_fold
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: k_fold_cross_validation
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_cv_folds
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: timestamp_based_splitting_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: timestamp_based_splitting_method
       :type:  abacusai.api_class.enums.RegressionTimeSplitMethod
+      :value: None
+
 
 
    .. py:attribute:: test_splitting_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: sampling_unit_keys
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_row_indicator
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: rebalance_classes
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: rare_class_augmentation_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: augmentation_strategy
       :type:  abacusai.api_class.enums.RegressionAugmentationStrategy
+      :value: None
+
 
 
    .. py:attribute:: training_rows_downsample_ratio
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: active_labels_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_categorical_count
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: sample_weight
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: numeric_clipping_percentile
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: target_transform
       :type:  abacusai.api_class.enums.RegressionTargetTransform
+      :value: None
+
 
 
    .. py:attribute:: ignore_datetime_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_text_words
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: perform_feature_selection
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: feature_selection_intensity
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: pretrained_model_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: pretrained_llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_multilingual
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: do_masked_language_model_pretraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_tokens_in_sentence
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: truncation_strategy
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: loss_function
       :type:  abacusai.api_class.enums.RegressionLossFunction
+      :value: None
+
 
 
    .. py:attribute:: loss_parameters
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: target_encode_categoricals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: drop_original_categoricals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: monotonically_increasing_features
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: monotonically_decreasing_features
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_loss_functions
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: custom_metrics
       :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -727,254 +901,380 @@ Module Contents
 
    .. py:attribute:: prediction_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.ForecastingObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.ForecastingObjective
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
       :type:  abacusai.api_class.enums.ForecastingFrequency
+      :value: None
+
 
 
    .. py:attribute:: probability_quantiles
       :type:  List[float]
+      :value: None
+
 
 
    .. py:attribute:: force_prediction_length
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: filter_items
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_feature_selection
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_padding
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_cold_start
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_multiple_backtests
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_backtesting_windows
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: backtesting_window_step_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: additional_forecast_keys
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: experimentation_mode
       :type:  abacusai.api_class.enums.ExperimentationMode
+      :value: None
+
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.ForecastingDataSplitType
+      :value: None
+
 
 
    .. py:attribute:: test_by_item
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: loss_function
       :type:  abacusai.api_class.enums.ForecastingLossFunction
+      :value: None
+
 
 
    .. py:attribute:: underprediction_weight
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: disable_networks_without_analytic_quantiles
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: initial_learning_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: l2_regularization_factor
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recurrent_layers
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recurrent_units
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: convolutional_layers
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: convolution_filters
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: local_scaling_mode
       :type:  abacusai.api_class.enums.ForecastingLocalScaling
+      :value: None
+
 
 
    .. py:attribute:: zero_predictor
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_missing
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: batch_renormalization
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: history_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_step_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: training_point_overlap
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: max_scale_context
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: quantiles_extension_method
       :type:  abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
+      :value: None
+
 
 
    .. py:attribute:: number_of_samples
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: symmetrize_quantiles
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_log_transforms
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: smooth_history
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: local_scale_target
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_clipping
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_timeseries_weights_in_objective
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_item_weights_in_objective
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_timeseries_weight_scaling
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_loss_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_item_id
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_all_item_totals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: handle_zeros_as_missing_values
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: datetime_holiday_calendars
       :type:  List[abacusai.api_class.enums.HolidayCalendars]
+      :value: None
+
 
 
    .. py:attribute:: fill_missing_values
       :type:  List[List[dict]]
+      :value: None
+
 
 
    .. py:attribute:: enable_clustering
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_loss_functions
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: custom_metrics
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: return_fractional_forecasts
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: allow_training_with_small_history
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1087,26 +1387,38 @@ Module Contents
 
    .. py:attribute:: abacus_internal_model
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: larger_embeddings
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: search_chunk_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: index_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1187,142 +1499,212 @@ Module Contents
 
    .. py:attribute:: document_retrievers
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: retrieval_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: filter_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: include_general_knowledge
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_web_search
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: behavior_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: response_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_llm_rewrite
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: column_filtering_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: keyword_requirement_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: query_rewrite_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: max_search_results
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: data_feature_group_ids
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_context
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_table_context
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_column_context
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:attribute:: hide_sql_and_code
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_data_summarization
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_columns_to_ignore
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_bm25_retrieval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: database_connector_tables
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: enable_code_execution
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: metadata_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: lookup_rewrite_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_response_caching
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: unknown_answer_phrase
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_tool_bar
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_inline_source_citations
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: response_format
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: json_response_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: json_response_schema
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1345,14 +1727,20 @@ Module Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1373,10 +1761,14 @@ Module Contents
 
    .. py:attribute:: sentiment_type
       :type:  abacusai.api_class.enums.SentimentType
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1397,10 +1789,14 @@ Module Contents
 
    .. py:attribute:: zero_shot_hypotheses
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1423,14 +1819,20 @@ Module Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1453,14 +1855,20 @@ Module Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1479,6 +1887,8 @@ Module Contents
 
    .. py:attribute:: num_clusters_selection
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1499,10 +1909,14 @@ Module Contents
 
    .. py:attribute:: num_clusters_selection
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: imputation
       :type:  abacusai.api_class.enums.ClusteringImputationMethod
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1521,6 +1935,8 @@ Module Contents
 
    .. py:attribute:: anomaly_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1553,46 +1969,74 @@ Module Contents
    :type hyperparameter_calculation_with_heuristics: TimeseriesAnomalyUseHeuristic
    :param threshold_score: Threshold score for anomaly detection
    :type threshold_score: float
+   :param additional_anomaly_ids: List of categorical columns that can act as multi-identifier
+   :type additional_anomaly_ids: List[str]
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
+      :value: None
+
 
 
    .. py:attribute:: test_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: fill_missing_values
       :type:  List[List[dict]]
+      :value: None
+
 
 
    .. py:attribute:: handle_zeros_as_missing_values
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_samples_in_normal_region
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: anomaly_type
       :type:  abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
+      :value: None
+
 
 
    .. py:attribute:: hyperparameter_calculation_with_heuristics
       :type:  abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
+      :value: None
+
 
 
    .. py:attribute:: threshold_score
       :type:  float
+      :value: None
+
+
+
+   .. py:attribute:: additional_anomaly_ids
+      :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1621,26 +2065,38 @@ Module Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: historical_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: cumulative_prediction_lengths
       :type:  List[int]
+      :value: None
+
 
 
    .. py:attribute:: skip_input_transform
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_target_transform
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: predict_residuals
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1673,26 +2129,38 @@ Module Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: agent_interface
       :type:  abacusai.api_class.enums.AgentInterface
+      :value: None
+
 
 
    .. py:attribute:: agent_connectors
       :type:  List[abacusai.api_class.enums.ApplicationConnectorType]
+      :value: None
+
 
 
    .. py:attribute:: enable_binary_input
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: agent_input_schema
       :type:  dict
+      :value: None
+
 
 
    .. py:attribute:: agent_output_schema
       :type:  dict
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1721,26 +2189,38 @@ Module Contents
 
    .. py:attribute:: max_catalog_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: max_dimension
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: index_output_path
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: docker_image_uri
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: service_port
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: streaming_embeddings
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1759,6 +2239,8 @@ Module Contents
 
    .. py:attribute:: timeout_minutes
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1779,10 +2261,14 @@ Module Contents
 
    .. py:attribute:: solve_time_limit
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: optimality_gap_limit
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -1827,17 +2313,25 @@ Module Contents
 
    .. py:attribute:: algorithm
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: only_offline_deployable
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: trained_model_types
       :type:  List[dict]
+      :value: None
+
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt
index 78c1e1ac..99ab359a 100644
--- a/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt
@@ -35,10 +35,14 @@ Module Contents
 
    .. py:attribute:: window_duration
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: window_from_start
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -72,26 +76,38 @@ Module Contents
 
    .. py:attribute:: id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: timestamp_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: target_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: window_config
       :type:  TimeWindowConfig
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -117,10 +133,14 @@ Module Contents
 
    .. py:attribute:: threshold_type
       :type:  abacusai.api_class.enums.StdDevThresholdType
+      :value: None
+
 
 
    .. py:attribute:: value
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -146,10 +166,14 @@ Module Contents
 
    .. py:attribute:: lower_bound
       :type:  StdDevThreshold
+      :value: None
+
 
 
    .. py:attribute:: upper_bound
       :type:  StdDevThreshold
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -183,26 +207,38 @@ Module Contents
 
    .. py:attribute:: feature_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: restricted_feature_values
       :type:  list
+      :value: []
+
 
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_value
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: max_value
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -236,26 +272,38 @@ Module Contents
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: restrict_feature_mappings
       :type:  List[RestrictFeatureMappings]
+      :value: None
+
 
 
    .. py:attribute:: target_class
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: train_target_feature
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: prediction_target_feature
       :type:  str
+      :value: None
+
 
 
    .. py:method:: to_dict()
diff --git a/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt
index cdc2f3fd..89c20b1a 100644
--- a/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt
@@ -37,6 +37,8 @@ Module Contents
 
    .. py:attribute:: alert_type
       :type:  abacusai.api_class.enums.MonitorAlertType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -57,6 +59,8 @@ Module Contents
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -81,18 +85,26 @@ Module Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: feature_names
       :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -113,10 +125,14 @@ Module Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -137,10 +153,14 @@ Module Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -161,10 +181,14 @@ Module Contents
 
    .. py:attribute:: data_integrity_type
       :type:  abacusai.api_class.enums.DataIntegrityViolationType
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -187,14 +211,20 @@ Module Contents
 
    .. py:attribute:: bias_type
       :type:  abacusai.api_class.enums.BiasType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -216,14 +246,20 @@ Module Contents
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: aggregation_window
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: aggregation_type
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -264,6 +300,8 @@ Module Contents
 
    .. py:attribute:: action_type
       :type:  abacusai.api_class.enums.AlertActionType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -286,10 +324,14 @@ Module Contents
 
    .. py:attribute:: email_recipients
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: email_body
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -330,14 +372,20 @@ Module Contents
 
    .. py:attribute:: drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: at_risk_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: severely_drifting_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
diff --git a/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt
index 250b1424..28eebb26 100644
--- a/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt
@@ -42,10 +42,14 @@ Module Contents
 
    .. py:attribute:: feature_mapping
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: nested_feature_name
       :type:  str
+      :value: None
+
 
 
 .. py:class:: ProjectFeatureGroupTypeMappingsConfig
@@ -69,6 +73,8 @@ Module Contents
 
    .. py:attribute:: feature_group_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: feature_mappings
@@ -109,14 +115,20 @@ Module Contents
 
    .. py:attribute:: enforcement
       :type:  Optional[str]
+      :value: None
+
 
 
    .. py:attribute:: code
       :type:  Optional[str]
+      :value: None
+
 
 
    .. py:attribute:: penalty
       :type:  Optional[float]
+      :value: None
+
 
 
 .. py:class:: ProjectFeatureGroupConfig
@@ -129,6 +141,8 @@ Module Contents
 
    .. py:attribute:: type
       :type:  abacusai.api_class.enums.ProjectConfigType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
diff --git a/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt
index f7f52682..451288a8 100644
--- a/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt
@@ -37,22 +37,32 @@ Module Contents
 
    .. py:attribute:: variable_type
       :type:  abacusai.api_class.enums.PythonFunctionArgumentType
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: value
       :type:  Any
+      :value: None
+
 
 
    .. py:attribute:: pipeline_variable
       :type:  str
+      :value: None
+
 
 
 .. py:class:: OutputVariableMapping
@@ -70,9 +80,13 @@ Module Contents
 
    .. py:attribute:: variable_type
       :type:  abacusai.api_class.enums.PythonFunctionOutputArgumentType
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt
index ae7c2063..a29a90d8 100644
--- a/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt
@@ -28,6 +28,8 @@ Module Contents
 
    .. py:attribute:: connector_type
       :type:  abacusai.api_class.enums.ConnectorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -50,10 +52,14 @@ Module Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: export_file_format
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -90,26 +96,38 @@ Module Contents
 
    .. py:attribute:: database_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: mode
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: object_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_columns
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
diff --git a/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt b/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt
index a4f61bd3..bb18e33d 100644
--- a/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: api_endpoint
+      :value: None
+
 
 
    .. py:attribute:: predict_endpoint
+      :value: None
+
 
 
    .. py:attribute:: proxy_endpoint
+      :value: None
+
 
 
    .. py:attribute:: llm_endpoint
+      :value: None
+
 
 
    .. py:attribute:: external_chat_endpoint
+      :value: None
+
 
 
    .. py:attribute:: dashboard_endpoint
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/api_key/index.rst.txt b/docs/_sources/autoapi/abacusai/api_key/index.rst.txt
index 7934b267..42b618e1 100644
--- a/docs/_sources/autoapi/abacusai/api_key/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_key/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: api_key_id
+      :value: None
+
 
 
    .. py:attribute:: api_key
+      :value: None
+
 
 
    .. py:attribute:: api_key_suffix
+      :value: None
+
 
 
    .. py:attribute:: tag
+      :value: None
+
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: expires_at
+      :value: None
+
 
 
    .. py:attribute:: is_expired
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt b/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt
index 96e2b055..e4cb55aa 100644
--- a/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt
@@ -45,27 +45,43 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: user_group_id
+      :value: None
+
 
 
    .. py:attribute:: external_application_ids
+      :value: None
+
 
 
    .. py:attribute:: invited_user_emails
+      :value: None
+
 
 
    .. py:attribute:: public_user_group
+      :value: None
+
 
 
    .. py:attribute:: has_external_application_reporting
+      :value: None
+
 
 
    .. py:attribute:: is_external_service_group
+      :value: None
+
 
 
    .. py:attribute:: external_service_group_id
+      :value: None
+
 
 
    .. py:attribute:: users
diff --git a/docs/_sources/autoapi/abacusai/app_user_group_sign_in_token/index.rst.txt b/docs/_sources/autoapi/abacusai/app_user_group_sign_in_token/index.rst.txt
index 3b257460..eabf60de 100644
--- a/docs/_sources/autoapi/abacusai/app_user_group_sign_in_token/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/app_user_group_sign_in_token/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: token
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt
index a072c275..4c94d649 100644
--- a/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: application_connector_id
+      :value: None
+
 
 
    .. py:attribute:: service
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: auth
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt b/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt
index 2b85b30c..13ea2afa 100644
--- a/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt
@@ -87,75 +87,123 @@ Module Contents
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: file_connector_output_location
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: database_output_configuration
+      :value: None
+
 
 
    .. py:attribute:: file_output_format
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: legacy_input_location
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: summary_feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: csv_input_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_prediction_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_explanations_prefix
+      :value: None
+
 
 
    .. py:attribute:: output_includes_metadata
+      :value: None
+
 
 
    .. py:attribute:: result_input_columns
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: bp_across_versions_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_args_type
+      :value: None
+
 
 
    .. py:attribute:: batch_inputs
diff --git a/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt b/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt
index ab3413c0..3640d4ea 100644
--- a/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt
@@ -109,114 +109,188 @@ Module Contents
 
 
    .. py:attribute:: batch_prediction_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: drift_monitor_status
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: predictions_started_at
+      :value: None
+
 
 
    .. py:attribute:: predictions_completed_at
+      :value: None
+
 
 
    .. py:attribute:: database_output_error
+      :value: None
+
 
 
    .. py:attribute:: total_predictions
+      :value: None
+
 
 
    .. py:attribute:: failed_predictions
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: database_output_configuration
+      :value: None
+
 
 
    .. py:attribute:: file_connector_output_location
+      :value: None
+
 
 
    .. py:attribute:: file_output_format
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: legacy_input_location
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: drift_monitor_error
+      :value: None
+
 
 
    .. py:attribute:: monitor_warnings
+      :value: None
+
 
 
    .. py:attribute:: csv_input_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_prediction_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_explanations_prefix
+      :value: None
+
 
 
    .. py:attribute:: database_output_total_writes
+      :value: None
+
 
 
    .. py:attribute:: database_output_failed_writes
+      :value: None
+
 
 
    .. py:attribute:: output_includes_metadata
+      :value: None
+
 
 
    .. py:attribute:: result_input_columns
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_warnings
+      :value: None
+
 
 
    .. py:attribute:: bp_across_versions_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_args_type
+      :value: None
+
 
 
    .. py:attribute:: batch_inputs
diff --git a/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt
index e952fe46..1cba377d 100644
--- a/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: warnings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/bot_info/index.rst.txt b/docs/_sources/autoapi/abacusai/bot_info/index.rst.txt
index 238cf7e7..1a0cd0b4 100644
--- a/docs/_sources/autoapi/abacusai/bot_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/bot_info/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt b/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt
index 1e2296dd..3b297374 100644
--- a/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: most_common_values
+      :value: None
+
 
 
    .. py:attribute:: freq_outside_training_range
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt b/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt
index aa4c3dfd..1750c3fc 100644
--- a/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt
@@ -45,30 +45,48 @@ Module Contents
 
 
    .. py:attribute:: role
+      :value: None
+
 
 
    .. py:attribute:: text
+      :value: None
+
 
 
    .. py:attribute:: timestamp
+      :value: None
+
 
 
    .. py:attribute:: is_useful
+      :value: None
+
 
 
    .. py:attribute:: feedback
+      :value: None
+
 
 
    .. py:attribute:: doc_ids
+      :value: None
+
 
 
    .. py:attribute:: hotkey_title
+      :value: None
+
 
 
    .. py:attribute:: tasks
+      :value: None
+
 
 
    .. py:attribute:: keyword_arguments
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt b/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt
index 49f5c111..774be2f1 100644
--- a/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt
@@ -49,30 +49,48 @@ Module Contents
 
 
    .. py:attribute:: answer
+      :value: None
+
 
 
    .. py:attribute:: chat_session_id
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: ai_building_in_progress
+      :value: None
+
 
 
    .. py:attribute:: notification
+      :value: None
+
 
 
    .. py:attribute:: whiteboard
+      :value: None
+
 
 
    .. py:attribute:: chat_history
diff --git a/docs/_sources/autoapi/abacusai/chatllm_computer/index.rst.txt b/docs/_sources/autoapi/abacusai/chatllm_computer/index.rst.txt
new file mode 100644
index 00000000..3db42af7
--- /dev/null
+++ b/docs/_sources/autoapi/abacusai/chatllm_computer/index.rst.txt
@@ -0,0 +1,64 @@
+abacusai.chatllm_computer
+=========================
+
+.. py:module:: abacusai.chatllm_computer
+
+
+Classes
+-------
+
+.. autoapisummary::
+
+   abacusai.chatllm_computer.ChatllmComputer
+
+
+Module Contents
+---------------
+
+.. py:class:: ChatllmComputer(client, computerId=None, token=None, vncEndpoint=None)
+
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
+
+
+   ChatLLMComputer
+
+   :param client: An authenticated API Client instance
+   :type client: ApiClient
+   :param computerId: The computer id.
+   :type computerId: int
+   :param token: The token.
+   :type token: str
+   :param vncEndpoint: The VNC endpoint.
+   :type vncEndpoint: str
+
+
+   .. py:attribute:: computer_id
+      :value: None
+
+
+
+   .. py:attribute:: token
+      :value: None
+
+
+
+   .. py:attribute:: vnc_endpoint
+      :value: None
+
+
+
+   .. py:attribute:: deprecated_keys
+
+
+   .. py:method:: __repr__()
+
+
+   .. py:method:: to_dict()
+
+      Get a dict representation of the parameters in this class
+
+      :returns: The dict value representation of the class parameters
+      :rtype: dict
+
+
+
diff --git a/docs/_sources/autoapi/abacusai/chatllm_referral_invite/index.rst.txt b/docs/_sources/autoapi/abacusai/chatllm_referral_invite/index.rst.txt
index 886e0570..fa480754 100644
--- a/docs/_sources/autoapi/abacusai/chatllm_referral_invite/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/chatllm_referral_invite/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: user_already_exists
+      :value: None
+
 
 
    .. py:attribute:: successful_invites
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/client/index.rst.txt b/docs/_sources/autoapi/abacusai/client/index.rst.txt
index a12b8a58..4f0287d6 100644
--- a/docs/_sources/autoapi/abacusai/client/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/client/index.rst.txt
@@ -121,9 +121,6 @@ Module Contents
 
 
 
-   .. py:method:: __getattr__(item)
-
-
 .. py:class:: ClientOptions(exception_on_404 = True, server = DEFAULT_SERVER)
 
    Options for configuring the ApiClient
@@ -135,9 +132,13 @@ Module Contents
 
 
    .. py:attribute:: exception_on_404
+      :value: True
+
 
 
    .. py:attribute:: server
+      :value: 'https://api.abacus.ai'
+
 
 
 .. py:exception:: ApiException(message, http_status, exception = None, request_id = None)
@@ -164,9 +165,13 @@ Module Contents
 
 
    .. py:attribute:: exception
+      :value: 'ApiException'
+
 
 
    .. py:attribute:: request_id
+      :value: None
+
 
 
    .. py:method:: __str__()
@@ -564,11 +569,13 @@ Module Contents
 
 
    .. py:attribute:: client_version
-      :value: '1.4.21'
+      :value: '1.4.22'
 
 
 
    .. py:attribute:: api_key
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
@@ -598,6 +605,8 @@ Module Contents
 
 
    .. py:attribute:: client_options
+      :value: None
+
 
 
    .. py:attribute:: server
@@ -8551,7 +8560,7 @@ Module Contents
 
 
 
-   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, deployment_conversation_id = None, arguments = None, keyword_arguments = None, save_conversations = True)
+   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, save_conversations = True)
 
       Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.
 
@@ -8559,8 +8568,6 @@ Module Contents
       :type deployment_token: str
       :param deployment_id: A unique string identifier for the deployment created under the project.
       :type deployment_id: str
-      :param deployment_conversation_id: A unique string identifier for the deployment conversation used for the conversation.
-      :type deployment_conversation_id: str
       :param arguments: Positional arguments to the agent execute function.
       :type arguments: list
       :param keyword_arguments: A dictionary where each 'key' represents the parameter name and its corresponding 'value' represents the value of that parameter for the agent execute function.
diff --git a/docs/_sources/autoapi/abacusai/code_autocomplete_response/index.rst.txt b/docs/_sources/autoapi/abacusai/code_autocomplete_response/index.rst.txt
index 838ac741..5ef582c1 100644
--- a/docs/_sources/autoapi/abacusai/code_autocomplete_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/code_autocomplete_response/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: autocomplete_response
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/code_edit_response/index.rst.txt b/docs/_sources/autoapi/abacusai/code_edit_response/index.rst.txt
index ac11cd5c..b53dea01 100644
--- a/docs/_sources/autoapi/abacusai/code_edit_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/code_edit_response/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: code_changes
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/code_source/index.rst.txt b/docs/_sources/autoapi/abacusai/code_source/index.rst.txt
index 6e4fa3cd..a0767266 100644
--- a/docs/_sources/autoapi/abacusai/code_source/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/code_source/index.rst.txt
@@ -45,30 +45,48 @@ Module Contents
 
 
    .. py:attribute:: source_type
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: application_connector_id
+      :value: None
+
 
 
    .. py:attribute:: application_connector_info
+      :value: None
+
 
 
    .. py:attribute:: package_requirements
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: publishing_msg
+      :value: None
+
 
 
    .. py:attribute:: module_dependencies
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/compute_point_info/index.rst.txt b/docs/_sources/autoapi/abacusai/compute_point_info/index.rst.txt
index 8c037eb4..c4f78b8b 100644
--- a/docs/_sources/autoapi/abacusai/compute_point_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/compute_point_info/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: last_24_hours_usage
+      :value: None
+
 
 
    .. py:attribute:: last_7_days_usage
+      :value: None
+
 
 
    .. py:attribute:: curr_month_avail_points
+      :value: None
+
 
 
    .. py:attribute:: curr_month_usage
+      :value: None
+
 
 
    .. py:attribute:: last_throttle_pop_up
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt b/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt
index e641b57c..3b162116 100644
--- a/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: concatenated_table
+      :value: None
+
 
 
    .. py:attribute:: merge_type
+      :value: None
+
 
 
    .. py:attribute:: replace_until_timestamp
+      :value: None
+
 
 
    .. py:attribute:: skip_materialize
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt b/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt
index 0f28ee15..83c3b213 100644
--- a/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/custom_chat_instructions/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_chat_instructions/index.rst.txt
index 40f35249..0d22b3e9 100644
--- a/docs/_sources/autoapi/abacusai/custom_chat_instructions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_chat_instructions/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: user_information_instructions
+      :value: None
+
 
 
    .. py:attribute:: response_instructions
+      :value: None
+
 
 
    .. py:attribute:: enable_code_execution
+      :value: None
+
 
 
    .. py:attribute:: enable_image_generation
+      :value: None
+
 
 
    .. py:attribute:: enable_web_search
+      :value: None
+
 
 
    .. py:attribute:: enable_playground
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt
index 5491f56b..eb8d3e61 100644
--- a/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt
@@ -39,18 +39,28 @@ Module Contents
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: loss_function_name
+      :value: None
+
 
 
    .. py:attribute:: loss_function_type
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt
index 5266d38b..72f78036 100644
--- a/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt
@@ -39,18 +39,28 @@ Module Contents
 
 
    .. py:attribute:: custom_metric_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: latest_custom_metric_version
diff --git a/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt
index f46ddffb..09aeb491 100644
--- a/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt
@@ -37,15 +37,23 @@ Module Contents
 
 
    .. py:attribute:: custom_metric_version
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: custom_metric_function_name
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt
index dc0db371..6b86698a 100644
--- a/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: training_data_parameter_name_mapping
+      :value: None
+
 
 
    .. py:attribute:: schema_mappings
+      :value: None
+
 
 
    .. py:attribute:: train_data_parameter_to_feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: training_config
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt b/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt
index 3c7bc470..7742df28 100644
--- a/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt
@@ -33,9 +33,13 @@ Module Contents
 
 
    .. py:attribute:: total_count
+      :value: None
+
 
 
    .. py:attribute:: num_duplicates
+      :value: None
+
 
 
    .. py:attribute:: sample
diff --git a/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt b/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt
index 495b0e9e..1a31c9c7 100644
--- a/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: schema
+      :value: None
+
 
 
    .. py:attribute:: num_rows
+      :value: None
+
 
 
    .. py:attribute:: num_cols
+      :value: None
+
 
 
    .. py:attribute:: num_duplicate_rows
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt
index d6aedb37..75c3ab36 100644
--- a/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt b/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt
index b564541b..50c7a481 100644
--- a/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: results
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt b/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt
index 24c87a08..bf1c4720 100644
--- a/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: doc_infos
+      :value: None
+
 
 
    .. py:attribute:: max_count
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt b/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt
index 90316523..a5f31f33 100644
--- a/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: database_column
+      :value: None
+
 
 
    .. py:attribute:: feature
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt
index 6ac365ee..f58cee49 100644
--- a/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: service
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: auth
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt b/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt
index 4d82a9f6..cba73e13 100644
--- a/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: external_data_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt
index 614bf3d0..f84e3303 100644
--- a/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt
@@ -31,6 +31,8 @@ Module Contents
 
 
    .. py:attribute:: table_name
+      :value: None
+
 
 
    .. py:attribute:: columns
diff --git a/docs/_sources/autoapi/abacusai/dataset/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset/index.rst.txt
index 1409487a..a7d05566 100644
--- a/docs/_sources/autoapi/abacusai/dataset/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset/index.rst.txt
@@ -77,60 +77,98 @@ Module Contents
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: source_type
+      :value: None
+
 
 
    .. py:attribute:: data_source
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: ignore_before
+      :value: None
+
 
 
    .. py:attribute:: ephemeral
+      :value: None
+
 
 
    .. py:attribute:: lookback_days
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: database_connector_config
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: application_connector_id
+      :value: None
+
 
 
    .. py:attribute:: application_connector_config
+      :value: None
+
 
 
    .. py:attribute:: incremental
+      :value: None
+
 
 
    .. py:attribute:: is_documentset
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
+      :value: None
+
 
 
    .. py:attribute:: merge_file_schemas
+      :value: None
+
 
 
    .. py:attribute:: reference_only_documentset
+      :value: None
+
 
 
    .. py:attribute:: version_limit
+      :value: None
+
 
 
    .. py:attribute:: schema
diff --git a/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt
index edc85c0f..11650666 100644
--- a/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt
@@ -45,30 +45,48 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_data_type
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: original_name
+      :value: None
+
 
 
    .. py:attribute:: valid_data_types
+      :value: None
+
 
 
    .. py:attribute:: time_format
+      :value: None
+
 
 
    .. py:attribute:: timestamp_frequency
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt
index ef441248..3afb6908 100644
--- a/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt
@@ -55,45 +55,73 @@ Module Contents
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: size
+      :value: None
+
 
 
    .. py:attribute:: row_count
+      :value: None
+
 
 
    .. py:attribute:: file_inspect_metadata
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: incremental_queried_at
+      :value: None
+
 
 
    .. py:attribute:: upload_id
+      :value: None
+
 
 
    .. py:attribute:: merge_file_schemas
+      :value: None
+
 
 
    .. py:attribute:: database_connector_config
+      :value: None
+
 
 
    .. py:attribute:: application_connector_config
+      :value: None
+
 
 
    .. py:attribute:: invalid_records
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt
index 209eb50f..8995b5f5 100644
--- a/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/deployment/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment/index.rst.txt
index e017fdda..f1767c29 100644
--- a/docs/_sources/autoapi/abacusai/deployment/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment/index.rst.txt
@@ -87,84 +87,138 @@ Module Contents
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deployed_at
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: calls_per_second
+      :value: None
+
 
 
    .. py:attribute:: auto_deploy
+      :value: None
+
 
 
    .. py:attribute:: skip_metrics_check
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: regions
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: batch_streaming_updates
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: pending_model_version
+      :value: None
+
 
 
    .. py:attribute:: model_deployment_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_version
+      :value: None
+
 
 
    .. py:attribute:: pending_prediction_operator_version
+      :value: None
+
 
 
    .. py:attribute:: online_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: output_online_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: realtime_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: refresh_schedules
diff --git a/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt
index 3cc1faf0..3457d1b7 100644
--- a/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: deployment_token
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt
index 3c9e6da6..90b35ccf 100644
--- a/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt
@@ -61,51 +61,83 @@ Module Contents
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: last_event_created_at
+      :value: None
+
 
 
    .. py:attribute:: external_session_id
+      :value: None
+
 
 
    .. py:attribute:: regenerate_attempt
+      :value: None
+
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: unused_document_upload_ids
+      :value: None
+
 
 
    .. py:attribute:: humanize_instructions
+      :value: None
+
 
 
    .. py:attribute:: conversation_warning
+      :value: None
+
 
 
    .. py:attribute:: conversation_type
+      :value: None
+
 
 
    .. py:attribute:: metadata
+      :value: None
+
 
 
    .. py:attribute:: llm_display_name
+      :value: None
+
 
 
    .. py:attribute:: llm_bot_icon
+      :value: None
+
 
 
    .. py:attribute:: search_suggestions
+      :value: None
+
 
 
    .. py:attribute:: history
diff --git a/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt
index a9c446c8..e4e7e3fe 100644
--- a/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt
@@ -83,87 +83,143 @@ Module Contents
 
 
    .. py:attribute:: role
+      :value: None
+
 
 
    .. py:attribute:: text
+      :value: None
+
 
 
    .. py:attribute:: timestamp
+      :value: None
+
 
 
    .. py:attribute:: message_index
+      :value: None
+
 
 
    .. py:attribute:: regenerate_attempt
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: search_results
+      :value: None
+
 
 
    .. py:attribute:: is_useful
+      :value: None
+
 
 
    .. py:attribute:: feedback
+      :value: None
+
 
 
    .. py:attribute:: feedback_type
+      :value: None
+
 
 
    .. py:attribute:: doc_infos
+      :value: None
+
 
 
    .. py:attribute:: keyword_arguments
+      :value: None
+
 
 
    .. py:attribute:: input_params
+      :value: None
+
 
 
    .. py:attribute:: attachments
+      :value: None
+
 
 
    .. py:attribute:: response_version
+      :value: None
+
 
 
    .. py:attribute:: agent_workflow_node_id
+      :value: None
+
 
 
    .. py:attribute:: next_agent_workflow_node_id
+      :value: None
+
 
 
    .. py:attribute:: chat_type
+      :value: None
+
 
 
    .. py:attribute:: agent_response
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: segments
+      :value: None
+
 
 
    .. py:attribute:: streamed_data
+      :value: None
+
 
 
    .. py:attribute:: streamed_section_data
+      :value: None
+
 
 
    .. py:attribute:: highlights
+      :value: None
+
 
 
    .. py:attribute:: llm_display_name
+      :value: None
+
 
 
    .. py:attribute:: llm_bot_icon
+      :value: None
+
 
 
    .. py:attribute:: form_response
+      :value: None
+
 
 
    .. py:attribute:: routed_llm
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt
index f045a4a2..5d6845a6 100644
--- a/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: conversation_export_html
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/deployment_statistics/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_statistics/index.rst.txt
index f1a54ef2..670d6bb4 100644
--- a/docs/_sources/autoapi/abacusai/deployment_statistics/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_statistics/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: request_series
+      :value: None
+
 
 
    .. py:attribute:: latency_series
+      :value: None
+
 
 
    .. py:attribute:: date_labels
+      :value: None
+
 
 
    .. py:attribute:: http_status_series
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/document_data/index.rst.txt b/docs/_sources/autoapi/abacusai/document_data/index.rst.txt
index b04e93ec..d1e3888a 100644
--- a/docs/_sources/autoapi/abacusai/document_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_data/index.rst.txt
@@ -51,39 +51,63 @@ Module Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: mime_type
+      :value: None
+
 
 
    .. py:attribute:: page_count
+      :value: None
+
 
 
    .. py:attribute:: total_page_count
+      :value: None
+
 
 
    .. py:attribute:: extracted_text
+      :value: None
+
 
 
    .. py:attribute:: embedded_text
+      :value: None
+
 
 
    .. py:attribute:: pages
+      :value: None
+
 
 
    .. py:attribute:: tokens
+      :value: None
+
 
 
    .. py:attribute:: metadata
+      :value: None
+
 
 
    .. py:attribute:: page_markdown
+      :value: None
+
 
 
    .. py:attribute:: extracted_page_text
+      :value: None
+
 
 
    .. py:attribute:: augmented_page_text
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt
index ebe12ba5..1d48d90b 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt
@@ -43,21 +43,33 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_name
+      :value: None
+
 
 
    .. py:attribute:: indexing_required
+      :value: None
+
 
 
    .. py:attribute:: latest_document_retriever_version
diff --git a/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt
index 4ea673dc..81ef0fd1 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: chunk_size
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
+      :value: None
+
 
 
    .. py:attribute:: text_encoder
+      :value: None
+
 
 
    .. py:attribute:: score_multiplier_column
+      :value: None
+
 
 
    .. py:attribute:: prune_vectors
+      :value: None
+
 
 
    .. py:attribute:: index_metadata_columns
+      :value: None
+
 
 
    .. py:attribute:: use_document_summary
+      :value: None
+
 
 
    .. py:attribute:: summary_instructions
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt
index f6a94b43..b35968f7 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: document
+      :value: None
+
 
 
    .. py:attribute:: score
+      :value: None
+
 
 
    .. py:attribute:: properties
+      :value: None
+
 
 
    .. py:attribute:: pages
+      :value: None
+
 
 
    .. py:attribute:: bounding_boxes
+      :value: None
+
 
 
    .. py:attribute:: document_source
+      :value: None
+
 
 
    .. py:attribute:: image_ids
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt
index d85f0a01..a1b1ed50 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt
@@ -51,36 +51,58 @@ Module Contents
 
 
    .. py:attribute:: document_retriever_id
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deployment_status
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: number_of_chunks
+      :value: None
+
 
 
    .. py:attribute:: embedding_file_size
+      :value: None
+
 
 
    .. py:attribute:: warnings
+      :value: None
+
 
 
    .. py:attribute:: resolved_config
diff --git a/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt b/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt
index 03c19dc0..7d58f18f 100644
--- a/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt
@@ -35,12 +35,18 @@ Module Contents
 
 
    .. py:attribute:: train_column
+      :value: None
+
 
 
    .. py:attribute:: predicted_column
+      :value: None
+
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: distribution
diff --git a/docs/_sources/autoapi/abacusai/eda/index.rst.txt b/docs/_sources/autoapi/abacusai/eda/index.rst.txt
index 18001095..d11adb62 100644
--- a/docs/_sources/autoapi/abacusai/eda/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda/index.rst.txt
@@ -47,27 +47,43 @@ Module Contents
 
 
    .. py:attribute:: eda_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: reference_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: test_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: eda_configs
+      :value: None
+
 
 
    .. py:attribute:: latest_eda_version
diff --git a/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt
index 29893563..c278a39a 100644
--- a/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: chart_type
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt
index a6d14375..7aa2a454 100644
--- a/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: column_names
+      :value: None
+
 
 
    .. py:attribute:: collinearity_matrix
+      :value: None
+
 
 
    .. py:attribute:: group_feature_dict
+      :value: None
+
 
 
    .. py:attribute:: collinearity_groups
+      :value: None
+
 
 
    .. py:attribute:: column_names_x
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt
index 664efc5b..11ac5470 100644
--- a/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt
@@ -41,12 +41,18 @@ Module Contents
 
 
    .. py:attribute:: column_names
+      :value: None
+
 
 
    .. py:attribute:: primary_keys
+      :value: None
+
 
 
    .. py:attribute:: transformation_column_names
+      :value: None
+
 
 
    .. py:attribute:: base_duplicates
diff --git a/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt
index ed4166b9..806efa67 100644
--- a/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: is_scatter
+      :value: None
+
 
 
    .. py:attribute:: is_box_whisker
+      :value: None
+
 
 
    .. py:attribute:: x_axis
+      :value: None
+
 
 
    .. py:attribute:: y_axis
+      :value: None
+
 
 
    .. py:attribute:: x_axis_column_values
+      :value: None
+
 
 
    .. py:attribute:: y_axis_column_values
+      :value: None
+
 
 
    .. py:attribute:: data_columns
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt
index 27f5c1ff..7ef70a40 100644
--- a/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: selected_feature
+      :value: None
+
 
 
    .. py:attribute:: sorted_column_names
+      :value: None
+
 
 
    .. py:attribute:: feature_collinearity
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt
index f191c856..6ee3f8e5 100644
--- a/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt
@@ -71,15 +71,23 @@ Module Contents
 
 
    .. py:attribute:: primary_keys
+      :value: None
+
 
 
    .. py:attribute:: forecasting_target_feature
+      :value: None
+
 
 
    .. py:attribute:: timestamp_feature
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: sales_across_time
diff --git a/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt
index 252d9447..ac20d6ec 100644
--- a/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: eda_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: eda_id
+      :value: None
+
 
 
    .. py:attribute:: eda_started_at
+      :value: None
+
 
 
    .. py:attribute:: eda_completed_at
+      :value: None
+
 
 
    .. py:attribute:: reference_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: test_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt b/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt
index b98e665f..d9cdf5b9 100644
--- a/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt
@@ -43,24 +43,38 @@ Module Contents
 
 
    .. py:attribute:: distance
+      :value: None
+
 
 
    .. py:attribute:: js_distance
+      :value: None
+
 
 
    .. py:attribute:: ws_distance
+      :value: None
+
 
 
    .. py:attribute:: ks_statistic
+      :value: None
+
 
 
    .. py:attribute:: psi
+      :value: None
+
 
 
    .. py:attribute:: csi
+      :value: None
+
 
 
    .. py:attribute:: chi_square
+      :value: None
+
 
 
    .. py:attribute:: average_drift
diff --git a/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt b/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt
index f33e8c95..aad75646 100644
--- a/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: feature_group_operation_run_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: query
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/external_application/index.rst.txt b/docs/_sources/autoapi/abacusai/external_application/index.rst.txt
index 8aa73fee..767ce4bd 100644
--- a/docs/_sources/autoapi/abacusai/external_application/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/external_application/index.rst.txt
@@ -15,7 +15,7 @@ Classes
 Module Contents
 ---------------
 
-.. py:class:: ExternalApplication(client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, isAgent=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None, isSystemCreated=None, isCustomizable=None, isDeprecated=None)
+.. py:class:: ExternalApplication(client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, isAgent=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None, isSystemCreated=None, isCustomizable=None, isDeprecated=None, isVisible=None)
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
@@ -56,54 +56,93 @@ Module Contents
    :type isCustomizable: bool
    :param isDeprecated: Whether the external application is deprecated. Only applicable for system created bots. Deprecated external applications will not show in the UI.
    :type isDeprecated: bool
+   :param isVisible: Whether the external application should be shown in the dropdown.
+   :type isVisible: bool
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: logo
+      :value: None
+
 
 
    .. py:attribute:: theme
+      :value: None
+
 
 
    .. py:attribute:: user_group_ids
+      :value: None
+
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: is_agent
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deployment_conversation_retention_hours
+      :value: None
+
 
 
    .. py:attribute:: managed_user_service
+      :value: None
+
 
 
    .. py:attribute:: prediction_overrides
+      :value: None
+
 
 
    .. py:attribute:: is_system_created
+      :value: None
+
 
 
    .. py:attribute:: is_customizable
+      :value: None
+
 
 
    .. py:attribute:: is_deprecated
+      :value: None
+
+
+
+   .. py:attribute:: is_visible
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt b/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt
index 2565bd5d..e01f5d20 100644
--- a/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: user_already_in_org
+      :value: None
+
 
 
    .. py:attribute:: user_already_in_app_group
+      :value: None
+
 
 
    .. py:attribute:: user_exists_as_internal
+      :value: None
+
 
 
    .. py:attribute:: successful_invites
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt b/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt
index ea5240e8..62bf3590 100644
--- a/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: raw_llm_response
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature/index.rst.txt b/docs/_sources/autoapi/abacusai/feature/index.rst.txt
index 1fba90d0..32a0d463 100644
--- a/docs/_sources/autoapi/abacusai/feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature/index.rst.txt
@@ -55,39 +55,63 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: select_clause
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: source_table
+      :value: None
+
 
 
    .. py:attribute:: original_name
+      :value: None
+
 
 
    .. py:attribute:: using_clause
+      :value: None
+
 
 
    .. py:attribute:: order_clause
+      :value: None
+
 
 
    .. py:attribute:: where_clause
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: detected_data_type
+      :value: None
+
 
 
    .. py:attribute:: columns
diff --git a/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt
index 5b399ee1..56dcdf1b 100644
--- a/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: training_distribution
+      :value: None
+
 
 
    .. py:attribute:: prediction_distribution
+      :value: None
+
 
 
    .. py:attribute:: numerical_training_distribution
+      :value: None
+
 
 
    .. py:attribute:: numerical_prediction_distribution
+      :value: None
+
 
 
    .. py:attribute:: training_statistics
+      :value: None
+
 
 
    .. py:attribute:: prediction_statistics
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt
index ebbebf51..c9661a15 100644
--- a/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: distance
+      :value: None
+
 
 
    .. py:attribute:: js_distance
+      :value: None
+
 
 
    .. py:attribute:: ws_distance
+      :value: None
+
 
 
    .. py:attribute:: ks_statistic
+      :value: None
+
 
 
    .. py:attribute:: psi
+      :value: None
+
 
 
    .. py:attribute:: csi
+      :value: None
+
 
 
    .. py:attribute:: chi_square
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt
index a6b052af..2452c2b4 100644
--- a/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt
@@ -59,42 +59,68 @@ Module Contents
 
 
    .. py:attribute:: feature_index
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: distance
+      :value: None
+
 
 
    .. py:attribute:: js_distance
+      :value: None
+
 
 
    .. py:attribute:: ws_distance
+      :value: None
+
 
 
    .. py:attribute:: ks_statistic
+      :value: None
+
 
 
    .. py:attribute:: prediction_drift
+      :value: None
+
 
 
    .. py:attribute:: target_column
+      :value: None
+
 
 
    .. py:attribute:: data_integrity_timeseries
+      :value: None
+
 
 
    .. py:attribute:: nested_summary
+      :value: None
+
 
 
    .. py:attribute:: psi
+      :value: None
+
 
 
    .. py:attribute:: csi
+      :value: None
+
 
 
    .. py:attribute:: chi_square
+      :value: None
+
 
 
    .. py:attribute:: null_violations
diff --git a/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt
index a5238dee..a952e4f3 100644
--- a/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt
@@ -125,111 +125,183 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: modification_lock
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_source_type
+      :value: None
+
 
 
    .. py:attribute:: table_name
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: function_source_code
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: source_tables
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: sql_error
+      :value: None
+
 
 
    .. py:attribute:: latest_version_outdated
+      :value: None
+
 
 
    .. py:attribute:: referenced_feature_groups
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: update_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookup_keys
+      :value: None
+
 
 
    .. py:attribute:: streaming_enabled
+      :value: None
+
 
 
    .. py:attribute:: incremental
+      :value: None
+
 
 
    .. py:attribute:: merge_config
+      :value: None
+
 
 
    .. py:attribute:: sampling_config
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: streaming_ready
+      :value: None
+
 
 
    .. py:attribute:: feature_tags
+      :value: None
+
 
 
    .. py:attribute:: module_name
+      :value: None
+
 
 
    .. py:attribute:: template_bindings
+      :value: None
+
 
 
    .. py:attribute:: feature_expression
+      :value: None
+
 
 
    .. py:attribute:: use_original_csv_names
+      :value: None
+
 
 
    .. py:attribute:: python_function_bindings
+      :value: None
+
 
 
    .. py:attribute:: python_function_name
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: version_limit
+      :value: None
+
 
 
    .. py:attribute:: export_on_materialization
+      :value: None
+
 
 
    .. py:attribute:: features
diff --git a/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt
index 25d7689e..ad9c962a 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt
index 6a910673..0fee9d82 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt
@@ -65,57 +65,93 @@ Module Contents
 
 
    .. py:attribute:: feature_group_export_id
+      :value: None
+
 
 
    .. py:attribute:: failed_writes
+      :value: None
+
 
 
    .. py:attribute:: total_writes
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: output_location
+      :value: None
+
 
 
    .. py:attribute:: file_format
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: object_name
+      :value: None
+
 
 
    .. py:attribute:: write_mode
+      :value: None
+
 
 
    .. py:attribute:: database_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: id_column
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: export_completed_at
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: database_output_error
+      :value: None
+
 
 
    .. py:attribute:: project_config
diff --git a/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt
index a6742ea7..42d50e45 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: output_location
+      :value: None
+
 
 
    .. py:attribute:: file_format
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: object_name
+      :value: None
+
 
 
    .. py:attribute:: write_mode
+      :value: None
+
 
 
    .. py:attribute:: database_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: id_column
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt
index 38d8b424..993dcfe2 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: download_url
+      :value: None
+
 
 
    .. py:attribute:: expires_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt
index da942819..105d171a 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: nodes
+      :value: None
+
 
 
    .. py:attribute:: connections
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt
index de99f87c..3d95dfb6 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt
@@ -45,30 +45,48 @@ Module Contents
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: location
+      :value: None
+
 
 
    .. py:attribute:: export_file_format
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
+      :value: None
+
 
 
    .. py:attribute:: database_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: external_connection_id
+      :value: None
+
 
 
    .. py:attribute:: id_column
+      :value: None
+
 
 
    .. py:attribute:: object_name
+      :value: None
+
 
 
    .. py:attribute:: write_mode
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt
index 3e838125..9c811254 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: contents
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt
index e93b43cb..eae04023 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt
@@ -53,42 +53,68 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: primary_key_value
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_process_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: started_at
+      :value: None
+
 
 
    .. py:attribute:: completed_at
+      :value: None
+
 
 
    .. py:attribute:: timeout_at
+      :value: None
+
 
 
    .. py:attribute:: retries_remaining
+      :value: None
+
 
 
    .. py:attribute:: total_attempts_allowed
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt
index 9c6a34ba..1940c0b3 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: primary_key_value
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_process_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt
index 942a324b..689cb14e 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: total_processes
+      :value: None
+
 
 
    .. py:attribute:: pending_processes
+      :value: None
+
 
 
    .. py:attribute:: processing_processes
+      :value: None
+
 
 
    .. py:attribute:: complete_processes
+      :value: None
+
 
 
    .. py:attribute:: failed_processes
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt
index 22199830..b88357e9 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt
@@ -45,30 +45,48 @@ Module Contents
 
 
    .. py:attribute:: feature_group_template_id
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: is_system_template
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: template_sql
+      :value: None
+
 
 
    .. py:attribute:: template_variables
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt
index 248c9442..92229add 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: template_variable_options
+      :value: None
+
 
 
    .. py:attribute:: user_feedback
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt
index 50b91849..f6513575 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt
@@ -73,57 +73,93 @@ Module Contents
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: source_tables
+      :value: None
+
 
 
    .. py:attribute:: source_dataset_versions
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deployable
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: use_original_csv_names
+      :value: None
+
 
 
    .. py:attribute:: python_function_bindings
+      :value: None
+
 
 
    .. py:attribute:: indexing_config_warning_msg
+      :value: None
+
 
 
    .. py:attribute:: materialization_started_at
+      :value: None
+
 
 
    .. py:attribute:: materialization_completed_at
+      :value: None
+
 
 
    .. py:attribute:: columns
+      :value: None
+
 
 
    .. py:attribute:: template_bindings
+      :value: None
+
 
 
    .. py:attribute:: features
diff --git a/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt
index dde897f9..24dbb488 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt
index a73cf312..25da6f97 100644
--- a/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: shap_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: lime_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: permutation_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: null_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: lofo_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: ebm_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt
index 2005cf77..0495bb3b 100644
--- a/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: feature_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt
index c51d16bc..b6022006 100644
--- a/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: features
+      :value: None
+
 
 
    .. py:attribute:: feature_metrics
+      :value: None
+
 
 
    .. py:attribute:: metrics_keys
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt
index df0daee2..ed731e5f 100644
--- a/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt
index 64f23f95..94353211 100644
--- a/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: bucket
+      :value: None
+
 
 
    .. py:attribute:: verified
+      :value: None
+
 
 
    .. py:attribute:: write_permission
+      :value: None
+
 
 
    .. py:attribute:: auth_expires_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt b/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt
index 2c53b164..ff9cd18f 100644
--- a/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: verified
+      :value: None
+
 
 
    .. py:attribute:: write_permission
+      :value: None
+
 
 
    .. py:attribute:: auth_options
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt b/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt
index 38a87769..4a2c9e6d 100644
--- a/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: verified
+      :value: None
+
 
 
    .. py:attribute:: write_permission
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt b/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt
index df246102..871c2af7 100644
--- a/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt
@@ -47,33 +47,53 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: finetuned_pretrained_model_id
+      :value: None
+
 
 
    .. py:attribute:: finetuned_pretrained_model_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: config
+      :value: None
+
 
 
    .. py:attribute:: base_model
+      :value: None
+
 
 
    .. py:attribute:: finetuning_dataset_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt b/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt
index d4c11eba..807557bb 100644
--- a/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt
@@ -43,21 +43,33 @@ Module Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: x_axis
+      :value: None
+
 
 
    .. py:attribute:: y_axis
+      :value: None
+
 
 
    .. py:attribute:: data_columns
+      :value: None
+
 
 
    .. py:attribute:: chart_name
+      :value: None
+
 
 
    .. py:attribute:: chart_types
+      :value: None
+
 
 
    .. py:attribute:: item_statistics
diff --git a/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt
index 512dce1f..12f77be5 100644
--- a/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt
@@ -57,24 +57,38 @@ Module Contents
 
 
    .. py:attribute:: prediction_timestamp_col
+      :value: None
+
 
 
    .. py:attribute:: prediction_target_col
+      :value: None
+
 
 
    .. py:attribute:: training_timestamp_col
+      :value: None
+
 
 
    .. py:attribute:: training_target_col
+      :value: None
+
 
 
    .. py:attribute:: prediction_item_id
+      :value: None
+
 
 
    .. py:attribute:: training_item_id
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: training_target_across_time
diff --git a/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt
index 33de06a9..11416972 100644
--- a/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt
@@ -39,18 +39,28 @@ Module Contents
 
 
    .. py:attribute:: function
+      :value: None
+
 
 
    .. py:attribute:: stats
+      :value: None
+
 
 
    .. py:attribute:: stdout
+      :value: None
+
 
 
    .. py:attribute:: stderr
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: exception
diff --git a/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt b/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt
index 673cceb2..c5bd4cfd 100644
--- a/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: display_name
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt b/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt
index 85fcd178..d0feeaf1 100644
--- a/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt
@@ -45,30 +45,48 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: graph_dashboard_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: python_function_ids
+      :value: None
+
 
 
    .. py:attribute:: plot_reference_ids
+      :value: None
+
 
 
    .. py:attribute:: python_function_names
+      :value: None
+
 
 
    .. py:attribute:: project_name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt b/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt
index 46c0a5c2..59420e0c 100644
--- a/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: holdout_analysis_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt b/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt
index b9ca8c17..e807b973 100644
--- a/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt
@@ -49,36 +49,58 @@ Module Contents
 
 
    .. py:attribute:: holdout_analysis_version
+      :value: None
+
 
 
    .. py:attribute:: holdout_analysis_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: metric_infos
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt b/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt
index 8bdab025..f050d8f5 100644
--- a/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: tag
+      :value: None
+
 
 
    .. py:attribute:: trailing_auth_token
+      :value: None
+
 
 
    .. py:attribute:: hosted_model_token_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/image_gen_settings/index.rst.txt b/docs/_sources/autoapi/abacusai/image_gen_settings/index.rst.txt
index 9964ae14..a672af67 100644
--- a/docs/_sources/autoapi/abacusai/image_gen_settings/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/image_gen_settings/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: model
+      :value: None
+
 
 
    .. py:attribute:: settings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/index.rst.txt b/docs/_sources/autoapi/abacusai/index.rst.txt
index 5d7ee185..c0917f4c 100644
--- a/docs/_sources/autoapi/abacusai/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/index.rst.txt
@@ -39,6 +39,7 @@ Submodules
    /autoapi/abacusai/categorical_range_violation/index
    /autoapi/abacusai/chat_message/index
    /autoapi/abacusai/chat_session/index
+   /autoapi/abacusai/chatllm_computer/index
    /autoapi/abacusai/chatllm_referral_invite/index
    /autoapi/abacusai/client/index
    /autoapi/abacusai/code_autocomplete_response/index
@@ -286,6 +287,7 @@ Classes
    abacusai.WorkflowNodeInputSchema
    abacusai.WorkflowNodeOutputMapping
    abacusai.WorkflowNodeOutputSchema
+   abacusai.TriggerConfig
    abacusai.WorkflowGraphNode
    abacusai.WorkflowGraphEdge
    abacusai.WorkflowGraph
@@ -322,6 +324,7 @@ Classes
    abacusai.AttachmentParsingConfig
    abacusai.ApplicationConnectorDatasetConfig
    abacusai.ConfluenceDatasetConfig
+   abacusai.BoxDatasetConfig
    abacusai.GoogleAnalyticsDatasetConfig
    abacusai.GoogleDriveDatasetConfig
    abacusai.JiraDatasetConfig
@@ -502,6 +505,7 @@ Classes
    abacusai.CategoricalRangeViolation
    abacusai.ChatMessage
    abacusai.ChatSession
+   abacusai.ChatllmComputer
    abacusai.ChatllmReferralInvite
    abacusai.AgentResponse
    abacusai.ApiClient
@@ -734,12 +738,18 @@ Package Contents
 
 
    .. py:attribute:: method
+      :value: None
+
 
 
    .. py:attribute:: docstring
+      :value: None
+
 
 
    .. py:attribute:: score
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -783,24 +793,38 @@ Package Contents
 
 
    .. py:attribute:: address_line_1
+      :value: None
+
 
 
    .. py:attribute:: address_line_2
+      :value: None
+
 
 
    .. py:attribute:: city
+      :value: None
+
 
 
    .. py:attribute:: state_or_province
+      :value: None
+
 
 
    .. py:attribute:: postal_code
+      :value: None
+
 
 
    .. py:attribute:: country
+      :value: None
+
 
 
    .. py:attribute:: additional_info
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -860,36 +884,58 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: agent_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: agent_config
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: training_required
+      :value: None
+
 
 
    .. py:attribute:: agent_execution_config
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -1030,27 +1076,43 @@ Package Contents
 
 
    .. py:attribute:: role
+      :value: None
+
 
 
    .. py:attribute:: text
+      :value: None
+
 
 
    .. py:attribute:: doc_ids
+      :value: None
+
 
 
    .. py:attribute:: keyword_arguments
+      :value: None
+
 
 
    .. py:attribute:: segments
+      :value: None
+
 
 
    .. py:attribute:: streamed_data
+      :value: None
+
 
 
    .. py:attribute:: streamed_section_data
+      :value: None
+
 
 
    .. py:attribute:: agent_workflow_node_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -1121,18 +1183,28 @@ Package Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: filename
+      :value: None
+
 
 
    .. py:attribute:: mime_type
+      :value: None
+
 
 
    .. py:attribute:: size
+      :value: None
+
 
 
    .. py:attribute:: page_count
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -1168,9 +1240,13 @@ Package Contents
 
 
    .. py:attribute:: response
+      :value: None
+
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: doc_infos
@@ -1227,33 +1303,53 @@ Package Contents
 
 
    .. py:attribute:: agent_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: agent_id
+      :value: None
+
 
 
    .. py:attribute:: agent_config
+      :value: None
+
 
 
    .. py:attribute:: publishing_started_at
+      :value: None
+
 
 
    .. py:attribute:: publishing_completed_at
+      :value: None
+
 
 
    .. py:attribute:: pending_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: failed_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: agent_execution_config
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -1332,9 +1428,13 @@ Package Contents
 
 
    .. py:attribute:: task
+      :value: None
+
 
 
    .. py:attribute:: task_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -1396,48 +1496,78 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: is_default_enabled
+      :value: None
+
 
 
    .. py:attribute:: training_input_mappings
+      :value: None
+
 
 
    .. py:attribute:: train_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_many_function_name
+      :value: None
+
 
 
    .. py:attribute:: initialize_function_name
+      :value: None
+
 
 
    .. py:attribute:: config_options
+      :value: None
+
 
 
    .. py:attribute:: algorithm_id
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: algorithm_training_config
+      :value: None
+
 
 
    .. py:attribute:: only_offline_deployable
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -1478,15 +1608,23 @@ Package Contents
 
 
    .. py:attribute:: annotation_type
+      :value: None
+
 
 
    .. py:attribute:: annotation_value
+      :value: None
+
 
 
    .. py:attribute:: comments
+      :value: None
+
 
 
    .. py:attribute:: metadata
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -1526,18 +1664,28 @@ Package Contents
 
 
    .. py:attribute:: feature_annotation_configs
+      :value: None
+
 
 
    .. py:attribute:: labels
+      :value: None
+
 
 
    .. py:attribute:: status_feature
+      :value: None
+
 
 
    .. py:attribute:: comments_features
+      :value: None
+
 
 
    .. py:attribute:: metadata_feature
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -1577,18 +1725,28 @@ Package Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_identifier
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_index
+      :value: None
+
 
 
    .. py:attribute:: total_rows
+      :value: None
+
 
 
    .. py:attribute:: is_annotation_present
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -1638,30 +1796,48 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_name
+      :value: None
+
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_identifier
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: annotation_entry_marker
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: locked_until
+      :value: None
+
 
 
    .. py:attribute:: verification_info
+      :value: None
+
 
 
    .. py:attribute:: annotation
@@ -1708,21 +1884,33 @@ Package Contents
 
 
    .. py:attribute:: total
+      :value: None
+
 
 
    .. py:attribute:: done
+      :value: None
+
 
 
    .. py:attribute:: in_progress
+      :value: None
+
 
 
    .. py:attribute:: todo
+      :value: None
+
 
 
    .. py:attribute:: latest_updated_at
+      :value: None
+
 
 
    .. py:attribute:: is_materialization_needed
+      :value: None
+
 
 
    .. py:attribute:: latest_materialized_annotation_config
@@ -1754,10 +1942,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -1831,10 +2023,14 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: example_extraction
       :type:  Union[str, int, bool, float, list, dict]
+      :value: None
+
 
 
    .. py:attribute:: type
@@ -1862,8 +2058,8 @@ Package Contents
 
    :param name: The name of the input variable of the node function.
    :type name: str
-   :param variable_type: The type of the input.
-   :type variable_type: WorkflowNodeInputType
+   :param variable_type: The type of the input. If the type is `IGNORE`, the input will be ignored.
+   :type variable_type: Union[WorkflowNodeInputType, str]
    :param variable_source: The name of the node this variable is sourced from.
                            If the type is `WORKFLOW_VARIABLE`, the value given by the source node will be directly used.
                            If the type is `USER_INPUT`, the value given by the source node will be used as the default initial value before the user edits it.
@@ -1883,18 +2079,23 @@ Package Contents
 
    .. py:attribute:: variable_source
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: source_prop
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: True
 
 
-   .. py:attribute:: default_value
-      :type:  Any
+
+   .. py:method:: __post_init__()
 
 
    .. py:method:: to_dict()
@@ -1935,14 +2136,20 @@ Package Contents
 
    .. py:attribute:: schema_source
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: schema_prop
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: runtime_schema
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: to_dict()
@@ -2036,7 +2243,37 @@ Package Contents
 
 
 
-.. py:class:: WorkflowGraphNode(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None)
+.. py:class:: TriggerConfig
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+
+   Represents the configuration for a trigger workflow node.
+
+   :param sleep_time: The time in seconds to wait before the node gets executed again.
+   :type sleep_time: int
+
+
+   .. py:attribute:: sleep_time
+      :type:  int
+      :value: None
+
+
+
+   .. py:method:: to_dict()
+
+      Standardizes converting an ApiClass to dictionary.
+      Keys of response dictionary are converted to camel case.
+      This also validates the fields ( type, value, etc ) received in the dictionary.
+
+
+
+   .. py:method:: from_dict(configs)
+      :classmethod:
+
+
+
+.. py:class:: WorkflowGraphNode(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None, trigger_config = None)
 
    Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
@@ -2059,12 +2296,20 @@ Package Contents
    Additional Attributes:
        function_name (str): The name of the function.
        source_code (str): The source code of the function.
+       trigger_config (TriggerConfig): The configuration for a trigger workflow node.
 
 
    .. py:attribute:: template_metadata
+      :value: None
+
 
 
-   .. py:method:: _raw_init(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None)
+   .. py:attribute:: trigger_config
+      :value: None
+
+
+
+   .. py:method:: _raw_init(name, input_mappings = None, output_mappings = None, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, template_metadata = None, trigger_config = None)
       :classmethod:
 
 
@@ -2157,18 +2402,26 @@ Package Contents
 
    .. py:attribute:: nodes
       :type:  List[WorkflowGraphNode]
+      :value: []
+
 
 
    .. py:attribute:: edges
       :type:  List[WorkflowGraphEdge]
+      :value: []
+
 
 
    .. py:attribute:: primary_start_node
       :type:  Union[str, WorkflowGraphNode]
+      :value: None
+
 
 
    .. py:attribute:: common_source_code
       :type:  str
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -2201,14 +2454,20 @@ Package Contents
 
    .. py:attribute:: is_user
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: text
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_contents
       :type:  dict
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -2242,14 +2501,20 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: default_value
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: to_dict()
@@ -2286,10 +2551,14 @@ Package Contents
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: description
       :type:  str
+      :value: ''
+
 
 
    .. py:method:: to_dict()
@@ -2330,6 +2599,8 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: ''
+
 
 
    .. py:method:: to_dict()
@@ -2364,14 +2635,20 @@ Package Contents
 
    .. py:attribute:: title
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: disable_problem_type_context
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: ignore_history
       :type:  bool
+      :value: None
+
 
 
 .. py:class:: _ApiClassFactory
@@ -2411,6 +2688,8 @@ Package Contents
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -2419,6 +2698,8 @@ Package Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -2453,34 +2734,50 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: predictions_start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_prediction_offset
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: start_date_offset
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: forecasting_horizon
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_to_include_in_the_result
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2499,6 +2796,8 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2523,18 +2822,26 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: number_of_items
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_to_include_in_the_result
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: score_field
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2575,50 +2882,74 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  abacusai.api_class.enums.ExplainerType
+      :value: None
+
 
 
    .. py:attribute:: number_of_samples_to_use_for_explainer
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: include_multi_class_explanations
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: features_considered_constant_for_explanations
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: importance_of_records_in_nested_columns
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_lower_bound
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_upper_bound
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: explanation_filter_label
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2641,14 +2972,20 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: files_output_location_prefix
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: channel_id_to_label_map
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2669,10 +3006,14 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explode_output
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2697,18 +3038,26 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: analysis_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: analysis_days
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2727,6 +3076,8 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2747,10 +3098,14 @@ Package Contents
 
    .. py:attribute:: for_eval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: create_monitor
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -2862,6 +3217,8 @@ Package Contents
 
    .. py:attribute:: is_documentset
       :type:  bool
+      :value: None
+
 
 
 .. py:class:: StreamingConnectorDatasetConfig
@@ -2877,6 +3234,8 @@ Package Contents
 
    .. py:attribute:: streaming_connector_type
       :type:  abacusai.api_class.enums.StreamingConnectorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -2897,6 +3256,8 @@ Package Contents
 
    .. py:attribute:: topic
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3054,14 +3415,20 @@ Package Contents
 
    .. py:attribute:: escape
       :type:  str
+      :value: '"'
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: file_path_with_schema
       :type:  str
+      :value: None
+
 
 
 .. py:class:: DocumentProcessingConfig
@@ -3199,6 +3566,8 @@ Package Contents
 
    .. py:attribute:: timestamp_column
       :type:  str
+      :value: None
+
 
 
 .. py:class:: AttachmentParsingConfig
@@ -3218,14 +3587,20 @@ Package Contents
 
    .. py:attribute:: feature_group_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: column_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: urls
       :type:  str
+      :value: None
+
 
 
 .. py:class:: ApplicationConnectorDatasetConfig
@@ -3245,14 +3620,20 @@ Package Contents
 
    .. py:attribute:: application_connector_type
       :type:  abacusai.api_class.enums.ApplicationConnectorType
+      :value: None
+
 
 
    .. py:attribute:: application_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_processing_config
       :type:  abacusai.api_class.dataset.DatasetDocumentProcessingConfig
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -3278,18 +3659,45 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: space_key
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: pull_attachments
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
+
+
+   .. py:method:: __post_init__()
+
+
+.. py:class:: BoxDatasetConfig
+
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
+
+
+   Dataset config for Box Application Connector
+   :param location: The regex location of the files to fetch
+   :type location: str
+
+
+   .. py:attribute:: location
+      :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3312,14 +3720,20 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_timestamp
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: end_timestamp
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3344,18 +3758,26 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -3380,18 +3802,26 @@ Package Contents
 
    .. py:attribute:: jql
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_fields
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: include_comments
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: include_watchers
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -3416,18 +3846,26 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -3452,18 +3890,26 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: csv_delimiter
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: merge_file_schemas
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -3482,6 +3928,8 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3502,10 +3950,14 @@ Package Contents
 
    .. py:attribute:: include_entire_conversation_history
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: include_all_feedback
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -3528,14 +3980,20 @@ Package Contents
 
    .. py:attribute:: pull_chat_messages
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: pull_channel_posts
       :type:  bool
+      :value: False
+
 
 
    .. py:attribute:: pull_transcripts
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -3582,6 +4040,8 @@ Package Contents
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -3590,6 +4050,8 @@ Package Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -3614,14 +4076,20 @@ Package Contents
 
    .. py:attribute:: forced_assignments
       :type:  dict
+      :value: None
+
 
 
    .. py:attribute:: solve_time_limit_seconds
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_all_assignments
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3644,14 +4112,20 @@ Package Contents
 
    .. py:attribute:: start_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_all_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3680,26 +4154,38 @@ Package Contents
 
    .. py:attribute:: llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: system_message
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: ignore_documents
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3720,10 +4206,14 @@ Package Contents
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3750,22 +4240,32 @@ Package Contents
 
    .. py:attribute:: num_predictions
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3792,22 +4292,32 @@ Package Contents
 
    .. py:attribute:: num_predictions
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: explain_predictions
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: explainer_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: get_item_data
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3836,26 +4346,38 @@ Package Contents
 
    .. py:attribute:: llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: system_message
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: ignore_documents
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3874,6 +4396,8 @@ Package Contents
 
    .. py:attribute:: limit_results
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -3973,38 +4497,56 @@ Package Contents
 
    .. py:attribute:: chunk_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: text_encoder
       :type:  abacusai.api_class.enums.VectorStoreTextEncoder
+      :value: None
+
 
 
    .. py:attribute:: chunk_size_factors
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: score_multiplier_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: prune_vectors
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: index_metadata_columns
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_document_summary
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: summary_instructions
       :type:  str
+      :value: None
+
 
 
 .. py:data:: DocumentRetrieverConfig
@@ -5705,6 +6247,11 @@ Package Contents
 
 
 
+   .. py:attribute:: BOX
+      :value: 'BOX'
+
+
+
 .. py:class:: StreamingConnectorType
 
    Bases: :py:obj:`ApiEnum`
@@ -5985,6 +6532,11 @@ Package Contents
 
 
 
+   .. py:attribute:: QWQ_32B
+      :value: 'QWQ_32B'
+
+
+
    .. py:attribute:: GEMINI_1_5_FLASH
       :value: 'GEMINI_1_5_FLASH'
 
@@ -6270,6 +6822,11 @@ Package Contents
 
 
 
+   .. py:attribute:: IGNORE
+      :value: 'IGNORE'
+
+
+
 .. py:class:: WorkflowNodeOutputType
 
    Bases: :py:obj:`ApiEnum`
@@ -6690,6 +7247,8 @@ Package Contents
 
    .. py:attribute:: sampling_method
       :type:  abacusai.api_class.enums.SamplingMethodType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -6719,6 +7278,8 @@ Package Contents
 
    .. py:attribute:: key_columns
       :type:  List[str]
+      :value: []
+
 
 
    .. py:method:: __post_init__()
@@ -6743,6 +7304,8 @@ Package Contents
 
    .. py:attribute:: key_columns
       :type:  List[str]
+      :value: []
+
 
 
    .. py:method:: __post_init__()
@@ -6778,6 +7341,8 @@ Package Contents
 
    .. py:attribute:: merge_mode
       :type:  abacusai.api_class.enums.MergeMode
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -6807,6 +7372,8 @@ Package Contents
 
    .. py:attribute:: include_version_timestamp_column
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6837,6 +7404,8 @@ Package Contents
 
    .. py:attribute:: include_version_timestamp_column
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6872,6 +7441,8 @@ Package Contents
 
    .. py:attribute:: operator_type
       :type:  abacusai.api_class.enums.OperatorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -6901,18 +7472,26 @@ Package Contents
 
    .. py:attribute:: columns
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: index_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: value_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: exclude
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6935,14 +7514,20 @@ Package Contents
 
    .. py:attribute:: input_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: input_column_type
       :type:  abacusai.api_class.enums.MarkdownOperatorInputType
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -6971,34 +7556,50 @@ Package Contents
 
    .. py:attribute:: input_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: output_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: depth_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: input_column_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: crawl_depth
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: disable_host_restriction
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: honour_website_rules
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: user_agent
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7021,14 +7622,20 @@ Package Contents
 
    .. py:attribute:: doc_id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: document_processing_config
       :type:  abacusai.api_class.dataset.DocumentProcessingConfig
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7079,70 +7686,104 @@ Package Contents
 
    .. py:attribute:: prompt_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: completion_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: description_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: id_col
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: generation_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: fewshot_examples
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: concurrency
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: examples_per_target
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: subset_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: verify_response
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: token_budget
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: oversample
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: documentation_char_limit
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: frequency_penalty
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: model
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: seed
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7163,10 +7804,14 @@ Package Contents
 
    .. py:attribute:: feature_group_ids
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: drop_non_intersecting_columns
       :type:  bool
+      :value: False
+
 
 
    .. py:method:: __post_init__()
@@ -7201,10 +7846,14 @@ Package Contents
 
    .. py:attribute:: _upper_snake_case_keys
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: _support_kwargs
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: kwargs
@@ -7213,10 +7862,14 @@ Package Contents
 
    .. py:attribute:: problem_type
       :type:  abacusai.api_class.enums.ProblemType
+      :value: None
+
 
 
    .. py:attribute:: algorithm
       :type:  str
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -7311,154 +7964,230 @@ Package Contents
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.PersonalizationObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.PersonalizationObjective
+      :value: None
+
 
 
    .. py:attribute:: training_mode
       :type:  abacusai.api_class.enums.PersonalizationTrainingMode
+      :value: None
+
 
 
    .. py:attribute:: target_action_types
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: target_action_weights
       :type:  Dict[str, float]
+      :value: None
+
 
 
    .. py:attribute:: session_event_types
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recent_days_for_training
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: training_start_date
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_on_user_split
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_split_on_last_k_items
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_last_items_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: test_window_length_hours
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: explicit_time_split
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_row_indicator
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: sequential_training
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: optimized_event_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: disable_transformer
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_gpu
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: filter_history
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: action_types_exclusion_days
       :type:  Dict[str, float]
+      :value: None
+
 
 
    .. py:attribute:: max_history_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: compute_rerank_metrics
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: add_time_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_timestamp_scalar_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: compute_session_metrics
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: query_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: item_query_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_user_id_feature
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: session_dedupe_mins
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_item_id_feature
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_user_history_len_percentile
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: downsample_item_popularity_percentile
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: min_item_history
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7565,182 +8294,272 @@ Package Contents
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.RegressionObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.RegressionObjective
+      :value: None
+
 
 
    .. py:attribute:: tree_hpo_mode
       :type:  abacusai.api_class.enums.RegressionTreeHPOMode
+      :value: None
+
 
 
    .. py:attribute:: partial_dependence_analysis
       :type:  abacusai.api_class.enums.PartialDependenceAnalysis
+      :value: None
+
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.RegressionTypeOfSplit
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: disable_test_val_fold
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: k_fold_cross_validation
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_cv_folds
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: timestamp_based_splitting_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: timestamp_based_splitting_method
       :type:  abacusai.api_class.enums.RegressionTimeSplitMethod
+      :value: None
+
 
 
    .. py:attribute:: test_splitting_timestamp
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: sampling_unit_keys
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_row_indicator
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: rebalance_classes
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: rare_class_augmentation_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: augmentation_strategy
       :type:  abacusai.api_class.enums.RegressionAugmentationStrategy
+      :value: None
+
 
 
    .. py:attribute:: training_rows_downsample_ratio
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: active_labels_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_categorical_count
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: sample_weight
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: numeric_clipping_percentile
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: target_transform
       :type:  abacusai.api_class.enums.RegressionTargetTransform
+      :value: None
+
 
 
    .. py:attribute:: ignore_datetime_features
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_text_words
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: perform_feature_selection
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: feature_selection_intensity
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: pretrained_model_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: pretrained_llm_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_multilingual
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: do_masked_language_model_pretraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: max_tokens_in_sentence
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: truncation_strategy
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: loss_function
       :type:  abacusai.api_class.enums.RegressionLossFunction
+      :value: None
+
 
 
    .. py:attribute:: loss_parameters
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: target_encode_categoricals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: drop_original_categoricals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: monotonically_increasing_features
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: monotonically_decreasing_features
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_loss_functions
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: custom_metrics
       :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -7880,254 +8699,380 @@ Package Contents
 
    .. py:attribute:: prediction_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: objective
       :type:  abacusai.api_class.enums.ForecastingObjective
+      :value: None
+
 
 
    .. py:attribute:: sort_objective
       :type:  abacusai.api_class.enums.ForecastingObjective
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
       :type:  abacusai.api_class.enums.ForecastingFrequency
+      :value: None
+
 
 
    .. py:attribute:: probability_quantiles
       :type:  List[float]
+      :value: None
+
 
 
    .. py:attribute:: force_prediction_length
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: filter_items
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_feature_selection
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_padding
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_cold_start
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_multiple_backtests
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_backtesting_windows
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: backtesting_window_step_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: full_data_retraining
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: additional_forecast_keys
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: experimentation_mode
       :type:  abacusai.api_class.enums.ExperimentationMode
+      :value: None
+
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.ForecastingDataSplitType
+      :value: None
+
 
 
    .. py:attribute:: test_by_item
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: test_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: loss_function
       :type:  abacusai.api_class.enums.ForecastingLossFunction
+      :value: None
+
 
 
    .. py:attribute:: underprediction_weight
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: disable_networks_without_analytic_quantiles
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: initial_learning_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: l2_regularization_factor
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recurrent_layers
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: recurrent_units
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: convolutional_layers
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: convolution_filters
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: local_scaling_mode
       :type:  abacusai.api_class.enums.ForecastingLocalScaling
+      :value: None
+
 
 
    .. py:attribute:: zero_predictor
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_missing
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:attribute:: batch_renormalization
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: history_length
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: prediction_step_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: training_point_overlap
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: max_scale_context
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: quantiles_extension_method
       :type:  abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
+      :value: None
+
 
 
    .. py:attribute:: number_of_samples
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: symmetrize_quantiles
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_log_transforms
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: smooth_history
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: local_scale_target
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_clipping
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: item_attributes_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_timeseries_weights_in_objective
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_item_weights_in_objective
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_timeseries_weight_scaling
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_loss_weight_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: use_item_id
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: use_all_item_totals
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: handle_zeros_as_missing_values
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: datetime_holiday_calendars
       :type:  List[abacusai.api_class.enums.HolidayCalendars]
+      :value: None
+
 
 
    .. py:attribute:: fill_missing_values
       :type:  List[List[dict]]
+      :value: None
+
 
 
    .. py:attribute:: enable_clustering
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_split_feature_group_table_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: custom_loss_functions
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: custom_metrics
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: return_fractional_forecasts
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: allow_training_with_small_history
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8240,26 +9185,38 @@ Package Contents
 
    .. py:attribute:: abacus_internal_model
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: larger_embeddings
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: search_chunk_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: index_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8340,142 +9297,212 @@ Package Contents
 
    .. py:attribute:: document_retrievers
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: num_completion_tokens
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: temperature
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: retrieval_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: filter_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: include_general_knowledge
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_web_search
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: behavior_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: response_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_llm_rewrite
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: column_filtering_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: keyword_requirement_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: query_rewrite_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: max_search_results
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: data_feature_group_ids
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_context
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_table_context
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:attribute:: data_prompt_column_context
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:attribute:: hide_sql_and_code
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: disable_data_summarization
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: data_columns_to_ignore
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: search_score_cutoff
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: include_bm25_retrieval
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: database_connector_tables
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: enable_code_execution
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: metadata_columns
       :type:  list
+      :value: None
+
 
 
    .. py:attribute:: lookup_rewrite_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_response_caching
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: unknown_answer_phrase
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: enable_tool_bar
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: enable_inline_source_citations
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: response_format
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: json_response_instructions
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: json_response_schema
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8498,14 +9525,20 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8526,10 +9559,14 @@ Package Contents
 
    .. py:attribute:: sentiment_type
       :type:  abacusai.api_class.enums.SentimentType
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8550,10 +9587,14 @@ Package Contents
 
    .. py:attribute:: zero_shot_hypotheses
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8576,14 +9617,20 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8606,14 +9653,20 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: dropout_rate
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: batch_size
       :type:  abacusai.api_class.enums.BatchSize
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8632,6 +9685,8 @@ Package Contents
 
    .. py:attribute:: num_clusters_selection
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8652,10 +9707,14 @@ Package Contents
 
    .. py:attribute:: num_clusters_selection
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: imputation
       :type:  abacusai.api_class.enums.ClusteringImputationMethod
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8674,6 +9733,8 @@ Package Contents
 
    .. py:attribute:: anomaly_fraction
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8706,46 +9767,74 @@ Package Contents
    :type hyperparameter_calculation_with_heuristics: TimeseriesAnomalyUseHeuristic
    :param threshold_score: Threshold score for anomaly detection
    :type threshold_score: float
+   :param additional_anomaly_ids: List of categorical columns that can act as multi-identifier
+   :type additional_anomaly_ids: List[str]
 
 
    .. py:attribute:: type_of_split
       :type:  abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
+      :value: None
+
 
 
    .. py:attribute:: test_start
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: fill_missing_values
       :type:  List[List[dict]]
+      :value: None
+
 
 
    .. py:attribute:: handle_zeros_as_missing_values
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: timeseries_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_samples_in_normal_region
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: anomaly_type
       :type:  abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
+      :value: None
+
 
 
    .. py:attribute:: hyperparameter_calculation_with_heuristics
       :type:  abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
+      :value: None
+
 
 
    .. py:attribute:: threshold_score
       :type:  float
+      :value: None
+
+
+
+   .. py:attribute:: additional_anomaly_ids
+      :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8774,26 +9863,38 @@ Package Contents
 
    .. py:attribute:: test_split
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: historical_frequency
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: cumulative_prediction_lengths
       :type:  List[int]
+      :value: None
+
 
 
    .. py:attribute:: skip_input_transform
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: skip_target_transform
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: predict_residuals
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8826,26 +9927,38 @@ Package Contents
 
    .. py:attribute:: description
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: agent_interface
       :type:  abacusai.api_class.enums.AgentInterface
+      :value: None
+
 
 
    .. py:attribute:: agent_connectors
       :type:  List[abacusai.api_class.enums.ApplicationConnectorType]
+      :value: None
+
 
 
    .. py:attribute:: enable_binary_input
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: agent_input_schema
       :type:  dict
+      :value: None
+
 
 
    .. py:attribute:: agent_output_schema
       :type:  dict
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8874,26 +9987,38 @@ Package Contents
 
    .. py:attribute:: max_catalog_size
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: max_dimension
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: index_output_path
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: docker_image_uri
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: service_port
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: streaming_embeddings
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8912,6 +10037,8 @@ Package Contents
 
    .. py:attribute:: timeout_minutes
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8932,10 +10059,14 @@ Package Contents
 
    .. py:attribute:: solve_time_limit
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: optimality_gap_limit
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -8980,18 +10111,26 @@ Package Contents
 
    .. py:attribute:: algorithm
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: only_offline_deployable
       :type:  bool
+      :value: None
+
 
 
    .. py:attribute:: trained_model_types
       :type:  List[dict]
+      :value: None
+
 
 
 .. py:class:: TimeWindowConfig
@@ -9009,10 +10148,14 @@ Package Contents
 
    .. py:attribute:: window_duration
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: window_from_start
       :type:  bool
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9046,26 +10189,38 @@ Package Contents
 
    .. py:attribute:: id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: timestamp_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: target_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: window_config
       :type:  TimeWindowConfig
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9091,10 +10246,14 @@ Package Contents
 
    .. py:attribute:: threshold_type
       :type:  abacusai.api_class.enums.StdDevThresholdType
+      :value: None
+
 
 
    .. py:attribute:: value
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9120,10 +10279,14 @@ Package Contents
 
    .. py:attribute:: lower_bound
       :type:  StdDevThreshold
+      :value: None
+
 
 
    .. py:attribute:: upper_bound
       :type:  StdDevThreshold
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9157,26 +10320,38 @@ Package Contents
 
    .. py:attribute:: feature_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: restricted_feature_values
       :type:  list
+      :value: []
+
 
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: min_value
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: max_value
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9210,26 +10385,38 @@ Package Contents
 
    .. py:attribute:: start_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: end_time
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: restrict_feature_mappings
       :type:  List[RestrictFeatureMappings]
+      :value: None
+
 
 
    .. py:attribute:: target_class
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: train_target_feature
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: prediction_target_feature
       :type:  str
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9250,6 +10437,8 @@ Package Contents
 
    .. py:attribute:: alert_type
       :type:  abacusai.api_class.enums.MonitorAlertType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -9270,6 +10459,8 @@ Package Contents
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9294,18 +10485,26 @@ Package Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:attribute:: feature_names
       :type:  List[str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9326,10 +10525,14 @@ Package Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9350,10 +10553,14 @@ Package Contents
 
    .. py:attribute:: feature_drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9374,10 +10581,14 @@ Package Contents
 
    .. py:attribute:: data_integrity_type
       :type:  abacusai.api_class.enums.DataIntegrityViolationType
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9400,14 +10611,20 @@ Package Contents
 
    .. py:attribute:: bias_type
       :type:  abacusai.api_class.enums.BiasType
+      :value: None
+
 
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: minimum_violations
       :type:  int
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9429,14 +10646,20 @@ Package Contents
 
    .. py:attribute:: threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: aggregation_window
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: aggregation_type
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9477,6 +10700,8 @@ Package Contents
 
    .. py:attribute:: action_type
       :type:  abacusai.api_class.enums.AlertActionType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -9499,10 +10724,14 @@ Package Contents
 
    .. py:attribute:: email_recipients
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: email_body
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9543,14 +10772,20 @@ Package Contents
 
    .. py:attribute:: drift_type
       :type:  abacusai.api_class.enums.FeatureDriftType
+      :value: None
+
 
 
    .. py:attribute:: at_risk_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:attribute:: severely_drifting_threshold
       :type:  float
+      :value: None
+
 
 
    .. py:method:: to_dict()
@@ -9582,10 +10817,14 @@ Package Contents
 
    .. py:attribute:: feature_mapping
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: nested_feature_name
       :type:  str
+      :value: None
+
 
 
 .. py:class:: ProjectFeatureGroupTypeMappingsConfig
@@ -9609,6 +10848,8 @@ Package Contents
 
    .. py:attribute:: feature_group_type
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: feature_mappings
@@ -9649,14 +10890,20 @@ Package Contents
 
    .. py:attribute:: enforcement
       :type:  Optional[str]
+      :value: None
+
 
 
    .. py:attribute:: code
       :type:  Optional[str]
+      :value: None
+
 
 
    .. py:attribute:: penalty
       :type:  Optional[float]
+      :value: None
+
 
 
 .. py:class:: ProjectFeatureGroupConfig
@@ -9669,6 +10916,8 @@ Package Contents
 
    .. py:attribute:: type
       :type:  abacusai.api_class.enums.ProjectConfigType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -9753,22 +11002,32 @@ Package Contents
 
    .. py:attribute:: variable_type
       :type:  abacusai.api_class.enums.PythonFunctionArgumentType
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: is_required
       :type:  bool
+      :value: True
+
 
 
    .. py:attribute:: value
       :type:  Any
+      :value: None
+
 
 
    .. py:attribute:: pipeline_variable
       :type:  str
+      :value: None
+
 
 
 .. py:class:: OutputVariableMapping
@@ -9786,10 +11045,14 @@ Package Contents
 
    .. py:attribute:: variable_type
       :type:  abacusai.api_class.enums.PythonFunctionOutputArgumentType
+      :value: None
+
 
 
    .. py:attribute:: name
       :type:  str
+      :value: None
+
 
 
 .. py:class:: FeatureGroupExportConfig
@@ -9802,6 +11065,8 @@ Package Contents
 
    .. py:attribute:: connector_type
       :type:  abacusai.api_class.enums.ConnectorType
+      :value: None
+
 
 
    .. py:method:: _get_builder()
@@ -9824,10 +11089,14 @@ Package Contents
 
    .. py:attribute:: location
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: export_file_format
       :type:  str
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -9864,26 +11133,38 @@ Package Contents
 
    .. py:attribute:: database_connector_id
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: mode
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: object_name
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: id_column
       :type:  str
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
       :type:  List[str]
+      :value: None
+
 
 
    .. py:attribute:: data_columns
       :type:  Dict[str, str]
+      :value: None
+
 
 
    .. py:method:: __post_init__()
@@ -10172,21 +11453,33 @@ Package Contents
 
 
    .. py:attribute:: api_endpoint
+      :value: None
+
 
 
    .. py:attribute:: predict_endpoint
+      :value: None
+
 
 
    .. py:attribute:: proxy_endpoint
+      :value: None
+
 
 
    .. py:attribute:: llm_endpoint
+      :value: None
+
 
 
    .. py:attribute:: external_chat_endpoint
+      :value: None
+
 
 
    .. py:attribute:: dashboard_endpoint
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -10232,27 +11525,43 @@ Package Contents
 
 
    .. py:attribute:: api_key_id
+      :value: None
+
 
 
    .. py:attribute:: api_key
+      :value: None
+
 
 
    .. py:attribute:: api_key_suffix
+      :value: None
+
 
 
    .. py:attribute:: tag
+      :value: None
+
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: expires_at
+      :value: None
+
 
 
    .. py:attribute:: is_expired
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -10309,27 +11618,43 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: user_group_id
+      :value: None
+
 
 
    .. py:attribute:: external_application_ids
+      :value: None
+
 
 
    .. py:attribute:: invited_user_emails
+      :value: None
+
 
 
    .. py:attribute:: public_user_group
+      :value: None
+
 
 
    .. py:attribute:: has_external_application_reporting
+      :value: None
+
 
 
    .. py:attribute:: is_external_service_group
+      :value: None
+
 
 
    .. py:attribute:: external_service_group_id
+      :value: None
+
 
 
    .. py:attribute:: users
@@ -10364,6 +11689,8 @@ Package Contents
 
 
    .. py:attribute:: token
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -10405,21 +11732,33 @@ Package Contents
 
 
    .. py:attribute:: application_connector_id
+      :value: None
+
 
 
    .. py:attribute:: service
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: auth
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -10545,75 +11884,123 @@ Package Contents
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: file_connector_output_location
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: database_output_configuration
+      :value: None
+
 
 
    .. py:attribute:: file_output_format
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: legacy_input_location
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: summary_feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: csv_input_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_prediction_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_explanations_prefix
+      :value: None
+
 
 
    .. py:attribute:: output_includes_metadata
+      :value: None
+
 
 
    .. py:attribute:: result_input_columns
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: bp_across_versions_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_args_type
+      :value: None
+
 
 
    .. py:attribute:: batch_inputs
@@ -10971,114 +12358,188 @@ Package Contents
 
 
    .. py:attribute:: batch_prediction_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: drift_monitor_status
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: predictions_started_at
+      :value: None
+
 
 
    .. py:attribute:: predictions_completed_at
+      :value: None
+
 
 
    .. py:attribute:: database_output_error
+      :value: None
+
 
 
    .. py:attribute:: total_predictions
+      :value: None
+
 
 
    .. py:attribute:: failed_predictions
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: database_output_configuration
+      :value: None
+
 
 
    .. py:attribute:: file_connector_output_location
+      :value: None
+
 
 
    .. py:attribute:: file_output_format
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: legacy_input_location
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: drift_monitor_error
+      :value: None
+
 
 
    .. py:attribute:: monitor_warnings
+      :value: None
+
 
 
    .. py:attribute:: csv_input_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_prediction_prefix
+      :value: None
+
 
 
    .. py:attribute:: csv_explanations_prefix
+      :value: None
+
 
 
    .. py:attribute:: database_output_total_writes
+      :value: None
+
 
 
    .. py:attribute:: database_output_failed_writes
+      :value: None
+
 
 
    .. py:attribute:: output_includes_metadata
+      :value: None
+
 
 
    .. py:attribute:: result_input_columns
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: output_feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_warnings
+      :value: None
+
 
 
    .. py:attribute:: bp_across_versions_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_args_type
+      :value: None
+
 
 
    .. py:attribute:: batch_inputs
@@ -11222,9 +12683,13 @@ Package Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: warnings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -11256,6 +12721,8 @@ Package Contents
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -11291,12 +12758,18 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: most_common_values
+      :value: None
+
 
 
    .. py:attribute:: freq_outside_training_range
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -11344,30 +12817,48 @@ Package Contents
 
 
    .. py:attribute:: role
+      :value: None
+
 
 
    .. py:attribute:: text
+      :value: None
+
 
 
    .. py:attribute:: timestamp
+      :value: None
+
 
 
    .. py:attribute:: is_useful
+      :value: None
+
 
 
    .. py:attribute:: feedback
+      :value: None
+
 
 
    .. py:attribute:: doc_ids
+      :value: None
+
 
 
    .. py:attribute:: hotkey_title
+      :value: None
+
 
 
    .. py:attribute:: tasks
+      :value: None
+
 
 
    .. py:attribute:: keyword_arguments
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -11419,30 +12910,48 @@ Package Contents
 
 
    .. py:attribute:: answer
+      :value: None
+
 
 
    .. py:attribute:: chat_session_id
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: ai_building_in_progress
+      :value: None
+
 
 
    .. py:attribute:: notification
+      :value: None
+
 
 
    .. py:attribute:: whiteboard
+      :value: None
+
 
 
    .. py:attribute:: chat_history
@@ -11505,6 +13014,53 @@ Package Contents
 
 
 
+.. py:class:: ChatllmComputer(client, computerId=None, token=None, vncEndpoint=None)
+
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
+
+
+   ChatLLMComputer
+
+   :param client: An authenticated API Client instance
+   :type client: ApiClient
+   :param computerId: The computer id.
+   :type computerId: int
+   :param token: The token.
+   :type token: str
+   :param vncEndpoint: The VNC endpoint.
+   :type vncEndpoint: str
+
+
+   .. py:attribute:: computer_id
+      :value: None
+
+
+
+   .. py:attribute:: token
+      :value: None
+
+
+
+   .. py:attribute:: vnc_endpoint
+      :value: None
+
+
+
+   .. py:attribute:: deprecated_keys
+
+
+   .. py:method:: __repr__()
+
+
+   .. py:method:: to_dict()
+
+      Get a dict representation of the parameters in this class
+
+      :returns: The dict value representation of the class parameters
+      :rtype: dict
+
+
+
 .. py:class:: ChatllmReferralInvite(client, userAlreadyExists=None, successfulInvites=None)
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
@@ -11521,9 +13077,13 @@ Package Contents
 
 
    .. py:attribute:: user_already_exists
+      :value: None
+
 
 
    .. py:attribute:: successful_invites
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -11562,9 +13122,6 @@ Package Contents
 
 
 
-   .. py:method:: __getattr__(item)
-
-
 .. py:class:: ApiClient(api_key = None, server = None, client_options = None, skip_version_check = False, include_tb = False)
 
    Bases: :py:obj:`ReadOnlyClient`
@@ -17081,7 +18638,7 @@ Package Contents
 
 
 
-   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, deployment_conversation_id = None, arguments = None, keyword_arguments = None, save_conversations = True)
+   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, save_conversations = True)
 
       Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.
 
@@ -17089,8 +18646,6 @@ Package Contents
       :type deployment_token: str
       :param deployment_id: A unique string identifier for the deployment created under the project.
       :type deployment_id: str
-      :param deployment_conversation_id: A unique string identifier for the deployment conversation used for the conversation.
-      :type deployment_conversation_id: str
       :param arguments: Positional arguments to the agent execute function.
       :type arguments: list
       :param keyword_arguments: A dictionary where each 'key' represents the parameter name and its corresponding 'value' represents the value of that parameter for the agent execute function.
@@ -18832,9 +20387,13 @@ Package Contents
 
 
    .. py:attribute:: exception
+      :value: 'ApiException'
+
 
 
    .. py:attribute:: request_id
+      :value: None
+
 
 
    .. py:method:: __str__()
@@ -18854,9 +20413,13 @@ Package Contents
 
 
    .. py:attribute:: exception_on_404
+      :value: True
+
 
 
    .. py:attribute:: server
+      :value: 'https://api.abacus.ai'
+
 
 
 .. py:class:: ReadOnlyClient(api_key = None, server = None, client_options = None, skip_version_check = False, include_tb = False)
@@ -21252,6 +22815,8 @@ Package Contents
 
 
    .. py:attribute:: autocomplete_response
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21283,6 +22848,8 @@ Package Contents
 
 
    .. py:attribute:: code_changes
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21330,30 +22897,48 @@ Package Contents
 
 
    .. py:attribute:: source_type
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: application_connector_id
+      :value: None
+
 
 
    .. py:attribute:: application_connector_info
+      :value: None
+
 
 
    .. py:attribute:: package_requirements
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: publishing_msg
+      :value: None
+
 
 
    .. py:attribute:: module_dependencies
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21401,21 +22986,33 @@ Package Contents
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: last_24_hours_usage
+      :value: None
+
 
 
    .. py:attribute:: last_7_days_usage
+      :value: None
+
 
 
    .. py:attribute:: curr_month_avail_points
+      :value: None
+
 
 
    .. py:attribute:: curr_month_usage
+      :value: None
+
 
 
    .. py:attribute:: last_throttle_pop_up
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21453,15 +23050,23 @@ Package Contents
 
 
    .. py:attribute:: concatenated_table
+      :value: None
+
 
 
    .. py:attribute:: merge_type
+      :value: None
+
 
 
    .. py:attribute:: replace_until_timestamp
+      :value: None
+
 
 
    .. py:attribute:: skip_materialize
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21495,9 +23100,13 @@ Package Contents
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21539,21 +23148,33 @@ Package Contents
 
 
    .. py:attribute:: user_information_instructions
+      :value: None
+
 
 
    .. py:attribute:: response_instructions
+      :value: None
+
 
 
    .. py:attribute:: enable_code_execution
+      :value: None
+
 
 
    .. py:attribute:: enable_image_generation
+      :value: None
+
 
 
    .. py:attribute:: enable_web_search
+      :value: None
+
 
 
    .. py:attribute:: enable_playground
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21595,18 +23216,28 @@ Package Contents
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: loss_function_name
+      :value: None
+
 
 
    .. py:attribute:: loss_function_type
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -21651,18 +23282,28 @@ Package Contents
 
 
    .. py:attribute:: custom_metric_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: latest_custom_metric_version
@@ -21705,15 +23346,23 @@ Package Contents
 
 
    .. py:attribute:: custom_metric_version
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: custom_metric_function_name
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -21775,15 +23424,23 @@ Package Contents
 
 
    .. py:attribute:: training_data_parameter_name_mapping
+      :value: None
+
 
 
    .. py:attribute:: schema_mappings
+      :value: None
+
 
 
    .. py:attribute:: train_data_parameter_to_feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: training_config
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21819,9 +23476,13 @@ Package Contents
 
 
    .. py:attribute:: total_count
+      :value: None
+
 
 
    .. py:attribute:: num_duplicates
+      :value: None
+
 
 
    .. py:attribute:: sample
@@ -21864,18 +23525,28 @@ Package Contents
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: schema
+      :value: None
+
 
 
    .. py:attribute:: num_rows
+      :value: None
+
 
 
    .. py:attribute:: num_cols
+      :value: None
+
 
 
    .. py:attribute:: num_duplicate_rows
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21907,6 +23578,8 @@ Package Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21938,6 +23611,8 @@ Package Contents
 
 
    .. py:attribute:: results
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -21971,9 +23646,13 @@ Package Contents
 
 
    .. py:attribute:: doc_infos
+      :value: None
+
 
 
    .. py:attribute:: max_count
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -22007,9 +23686,13 @@ Package Contents
 
 
    .. py:attribute:: database_column
+      :value: None
+
 
 
    .. py:attribute:: feature
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -22051,21 +23734,33 @@ Package Contents
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: service
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: auth
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -22158,9 +23853,13 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: external_data_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -22194,6 +23893,8 @@ Package Contents
 
 
    .. py:attribute:: table_name
+      :value: None
+
 
 
    .. py:attribute:: columns
@@ -22276,60 +23977,98 @@ Package Contents
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: source_type
+      :value: None
+
 
 
    .. py:attribute:: data_source
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: ignore_before
+      :value: None
+
 
 
    .. py:attribute:: ephemeral
+      :value: None
+
 
 
    .. py:attribute:: lookback_days
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: database_connector_config
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: feature_group_table_name
+      :value: None
+
 
 
    .. py:attribute:: application_connector_id
+      :value: None
+
 
 
    .. py:attribute:: application_connector_config
+      :value: None
+
 
 
    .. py:attribute:: incremental
+      :value: None
+
 
 
    .. py:attribute:: is_documentset
+      :value: None
+
 
 
    .. py:attribute:: extract_bounding_boxes
+      :value: None
+
 
 
    .. py:attribute:: merge_file_schemas
+      :value: None
+
 
 
    .. py:attribute:: reference_only_documentset
+      :value: None
+
 
 
    .. py:attribute:: version_limit
+      :value: None
+
 
 
    .. py:attribute:: schema
@@ -22652,30 +24391,48 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_data_type
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: original_name
+      :value: None
+
 
 
    .. py:attribute:: valid_data_types
+      :value: None
+
 
 
    .. py:attribute:: time_format
+      :value: None
+
 
 
    .. py:attribute:: timestamp_frequency
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -22733,45 +24490,73 @@ Package Contents
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: size
+      :value: None
+
 
 
    .. py:attribute:: row_count
+      :value: None
+
 
 
    .. py:attribute:: file_inspect_metadata
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: incremental_queried_at
+      :value: None
+
 
 
    .. py:attribute:: upload_id
+      :value: None
+
 
 
    .. py:attribute:: merge_file_schemas
+      :value: None
+
 
 
    .. py:attribute:: database_connector_config
+      :value: None
+
 
 
    .. py:attribute:: application_connector_config
+      :value: None
+
 
 
    .. py:attribute:: invalid_records
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -22888,6 +24673,8 @@ Package Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -22977,84 +24764,138 @@ Package Contents
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deployed_at
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: calls_per_second
+      :value: None
+
 
 
    .. py:attribute:: auto_deploy
+      :value: None
+
 
 
    .. py:attribute:: skip_metrics_check
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: regions
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: batch_streaming_updates
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: pending_model_version
+      :value: None
+
 
 
    .. py:attribute:: model_deployment_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_version
+      :value: None
+
 
 
    .. py:attribute:: pending_prediction_operator_version
+      :value: None
+
 
 
    .. py:attribute:: online_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: output_online_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: realtime_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: refresh_schedules
@@ -23638,12 +25479,18 @@ Package Contents
 
 
    .. py:attribute:: deployment_token
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -23707,51 +25554,83 @@ Package Contents
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: last_event_created_at
+      :value: None
+
 
 
    .. py:attribute:: external_session_id
+      :value: None
+
 
 
    .. py:attribute:: regenerate_attempt
+      :value: None
+
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: unused_document_upload_ids
+      :value: None
+
 
 
    .. py:attribute:: humanize_instructions
+      :value: None
+
 
 
    .. py:attribute:: conversation_warning
+      :value: None
+
 
 
    .. py:attribute:: conversation_type
+      :value: None
+
 
 
    .. py:attribute:: metadata
+      :value: None
+
 
 
    .. py:attribute:: llm_display_name
+      :value: None
+
 
 
    .. py:attribute:: llm_bot_icon
+      :value: None
+
 
 
    .. py:attribute:: search_suggestions
+      :value: None
+
 
 
    .. py:attribute:: history
@@ -23936,87 +25815,143 @@ Package Contents
 
 
    .. py:attribute:: role
+      :value: None
+
 
 
    .. py:attribute:: text
+      :value: None
+
 
 
    .. py:attribute:: timestamp
+      :value: None
+
 
 
    .. py:attribute:: message_index
+      :value: None
+
 
 
    .. py:attribute:: regenerate_attempt
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: search_results
+      :value: None
+
 
 
    .. py:attribute:: is_useful
+      :value: None
+
 
 
    .. py:attribute:: feedback
+      :value: None
+
 
 
    .. py:attribute:: feedback_type
+      :value: None
+
 
 
    .. py:attribute:: doc_infos
+      :value: None
+
 
 
    .. py:attribute:: keyword_arguments
+      :value: None
+
 
 
    .. py:attribute:: input_params
+      :value: None
+
 
 
    .. py:attribute:: attachments
+      :value: None
+
 
 
    .. py:attribute:: response_version
+      :value: None
+
 
 
    .. py:attribute:: agent_workflow_node_id
+      :value: None
+
 
 
    .. py:attribute:: next_agent_workflow_node_id
+      :value: None
+
 
 
    .. py:attribute:: chat_type
+      :value: None
+
 
 
    .. py:attribute:: agent_response
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: segments
+      :value: None
+
 
 
    .. py:attribute:: streamed_data
+      :value: None
+
 
 
    .. py:attribute:: streamed_section_data
+      :value: None
+
 
 
    .. py:attribute:: highlights
+      :value: None
+
 
 
    .. py:attribute:: llm_display_name
+      :value: None
+
 
 
    .. py:attribute:: llm_bot_icon
+      :value: None
+
 
 
    .. py:attribute:: form_response
+      :value: None
+
 
 
    .. py:attribute:: routed_llm
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -24050,9 +25985,13 @@ Package Contents
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: conversation_export_html
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -24090,15 +26029,23 @@ Package Contents
 
 
    .. py:attribute:: request_series
+      :value: None
+
 
 
    .. py:attribute:: latency_series
+      :value: None
+
 
 
    .. py:attribute:: date_labels
+      :value: None
+
 
 
    .. py:attribute:: http_status_series
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -24152,39 +26099,63 @@ Package Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: mime_type
+      :value: None
+
 
 
    .. py:attribute:: page_count
+      :value: None
+
 
 
    .. py:attribute:: total_page_count
+      :value: None
+
 
 
    .. py:attribute:: extracted_text
+      :value: None
+
 
 
    .. py:attribute:: embedded_text
+      :value: None
+
 
 
    .. py:attribute:: pages
+      :value: None
+
 
 
    .. py:attribute:: tokens
+      :value: None
+
 
 
    .. py:attribute:: metadata
+      :value: None
+
 
 
    .. py:attribute:: page_markdown
+      :value: None
+
 
 
    .. py:attribute:: extracted_page_text
+      :value: None
+
 
 
    .. py:attribute:: augmented_page_text
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -24230,21 +26201,33 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_name
+      :value: None
+
 
 
    .. py:attribute:: indexing_required
+      :value: None
+
 
 
    .. py:attribute:: latest_document_retriever_version
@@ -24462,27 +26445,43 @@ Package Contents
 
 
    .. py:attribute:: chunk_size
+      :value: None
+
 
 
    .. py:attribute:: chunk_overlap_fraction
+      :value: None
+
 
 
    .. py:attribute:: text_encoder
+      :value: None
+
 
 
    .. py:attribute:: score_multiplier_column
+      :value: None
+
 
 
    .. py:attribute:: prune_vectors
+      :value: None
+
 
 
    .. py:attribute:: index_metadata_columns
+      :value: None
+
 
 
    .. py:attribute:: use_document_summary
+      :value: None
+
 
 
    .. py:attribute:: summary_instructions
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -24526,24 +26525,38 @@ Package Contents
 
 
    .. py:attribute:: document
+      :value: None
+
 
 
    .. py:attribute:: score
+      :value: None
+
 
 
    .. py:attribute:: properties
+      :value: None
+
 
 
    .. py:attribute:: pages
+      :value: None
+
 
 
    .. py:attribute:: bounding_boxes
+      :value: None
+
 
 
    .. py:attribute:: document_source
+      :value: None
+
 
 
    .. py:attribute:: image_ids
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -24597,36 +26610,58 @@ Package Contents
 
 
    .. py:attribute:: document_retriever_id
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deployment_status
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: number_of_chunks
+      :value: None
+
 
 
    .. py:attribute:: embedding_file_size
+      :value: None
+
 
 
    .. py:attribute:: warnings
+      :value: None
+
 
 
    .. py:attribute:: resolved_config
@@ -24733,12 +26768,18 @@ Package Contents
 
 
    .. py:attribute:: train_column
+      :value: None
+
 
 
    .. py:attribute:: predicted_column
+      :value: None
+
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: distribution
@@ -24832,27 +26873,43 @@ Package Contents
 
 
    .. py:attribute:: eda_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: reference_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: test_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: eda_configs
+      :value: None
+
 
 
    .. py:attribute:: latest_eda_version
@@ -24957,9 +27014,13 @@ Package Contents
 
 
    .. py:attribute:: chart_type
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -24999,18 +27060,28 @@ Package Contents
 
 
    .. py:attribute:: column_names
+      :value: None
+
 
 
    .. py:attribute:: collinearity_matrix
+      :value: None
+
 
 
    .. py:attribute:: group_feature_dict
+      :value: None
+
 
 
    .. py:attribute:: collinearity_groups
+      :value: None
+
 
 
    .. py:attribute:: column_names_x
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25054,12 +27125,18 @@ Package Contents
 
 
    .. py:attribute:: column_names
+      :value: None
+
 
 
    .. py:attribute:: primary_keys
+      :value: None
+
 
 
    .. py:attribute:: transformation_column_names
+      :value: None
+
 
 
    .. py:attribute:: base_duplicates
@@ -25117,27 +27194,43 @@ Package Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: is_scatter
+      :value: None
+
 
 
    .. py:attribute:: is_box_whisker
+      :value: None
+
 
 
    .. py:attribute:: x_axis
+      :value: None
+
 
 
    .. py:attribute:: y_axis
+      :value: None
+
 
 
    .. py:attribute:: x_axis_column_values
+      :value: None
+
 
 
    .. py:attribute:: y_axis_column_values
+      :value: None
+
 
 
    .. py:attribute:: data_columns
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25173,12 +27266,18 @@ Package Contents
 
 
    .. py:attribute:: selected_feature
+      :value: None
+
 
 
    .. py:attribute:: sorted_column_names
+      :value: None
+
 
 
    .. py:attribute:: feature_collinearity
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25252,15 +27351,23 @@ Package Contents
 
 
    .. py:attribute:: primary_keys
+      :value: None
+
 
 
    .. py:attribute:: forecasting_target_feature
+      :value: None
+
 
 
    .. py:attribute:: timestamp_feature
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: sales_across_time
@@ -25360,27 +27467,43 @@ Package Contents
 
 
    .. py:attribute:: eda_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: eda_id
+      :value: None
+
 
 
    .. py:attribute:: eda_started_at
+      :value: None
+
 
 
    .. py:attribute:: eda_completed_at
+      :value: None
+
 
 
    .. py:attribute:: reference_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: test_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25536,24 +27659,38 @@ Package Contents
 
 
    .. py:attribute:: distance
+      :value: None
+
 
 
    .. py:attribute:: js_distance
+      :value: None
+
 
 
    .. py:attribute:: ws_distance
+      :value: None
+
 
 
    .. py:attribute:: ks_statistic
+      :value: None
+
 
 
    .. py:attribute:: psi
+      :value: None
+
 
 
    .. py:attribute:: csi
+      :value: None
+
 
 
    .. py:attribute:: chi_square
+      :value: None
+
 
 
    .. py:attribute:: average_drift
@@ -25594,15 +27731,23 @@ Package Contents
 
 
    .. py:attribute:: feature_group_operation_run_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: query
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25684,7 +27829,7 @@ Package Contents
 
 
 
-.. py:class:: ExternalApplication(client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, isAgent=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None, isSystemCreated=None, isCustomizable=None, isDeprecated=None)
+.. py:class:: ExternalApplication(client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, isAgent=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None, isSystemCreated=None, isCustomizable=None, isDeprecated=None, isVisible=None)
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
@@ -25725,54 +27870,93 @@ Package Contents
    :type isCustomizable: bool
    :param isDeprecated: Whether the external application is deprecated. Only applicable for system created bots. Deprecated external applications will not show in the UI.
    :type isDeprecated: bool
+   :param isVisible: Whether the external application should be shown in the dropdown.
+   :type isVisible: bool
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: logo
+      :value: None
+
 
 
    .. py:attribute:: theme
+      :value: None
+
 
 
    .. py:attribute:: user_group_ids
+      :value: None
+
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: is_agent
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deployment_conversation_retention_hours
+      :value: None
+
 
 
    .. py:attribute:: managed_user_service
+      :value: None
+
 
 
    .. py:attribute:: prediction_overrides
+      :value: None
+
 
 
    .. py:attribute:: is_system_created
+      :value: None
+
 
 
    .. py:attribute:: is_customizable
+      :value: None
+
 
 
    .. py:attribute:: is_deprecated
+      :value: None
+
+
+
+   .. py:attribute:: is_visible
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25862,15 +28046,23 @@ Package Contents
 
 
    .. py:attribute:: user_already_in_org
+      :value: None
+
 
 
    .. py:attribute:: user_already_in_app_group
+      :value: None
+
 
 
    .. py:attribute:: user_exists_as_internal
+      :value: None
+
 
 
    .. py:attribute:: successful_invites
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25904,9 +28096,13 @@ Package Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: raw_llm_response
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -25964,39 +28160,63 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: select_clause
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: source_table
+      :value: None
+
 
 
    .. py:attribute:: original_name
+      :value: None
+
 
 
    .. py:attribute:: using_clause
+      :value: None
+
 
 
    .. py:attribute:: order_clause
+      :value: None
+
 
 
    .. py:attribute:: where_clause
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: detected_data_type
+      :value: None
+
 
 
    .. py:attribute:: columns
@@ -26046,24 +28266,38 @@ Package Contents
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: training_distribution
+      :value: None
+
 
 
    .. py:attribute:: prediction_distribution
+      :value: None
+
 
 
    .. py:attribute:: numerical_training_distribution
+      :value: None
+
 
 
    .. py:attribute:: numerical_prediction_distribution
+      :value: None
+
 
 
    .. py:attribute:: training_statistics
+      :value: None
+
 
 
    .. py:attribute:: prediction_statistics
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -26109,27 +28343,43 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: distance
+      :value: None
+
 
 
    .. py:attribute:: js_distance
+      :value: None
+
 
 
    .. py:attribute:: ws_distance
+      :value: None
+
 
 
    .. py:attribute:: ks_statistic
+      :value: None
+
 
 
    .. py:attribute:: psi
+      :value: None
+
 
 
    .. py:attribute:: csi
+      :value: None
+
 
 
    .. py:attribute:: chi_square
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -26191,42 +28441,68 @@ Package Contents
 
 
    .. py:attribute:: feature_index
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: distance
+      :value: None
+
 
 
    .. py:attribute:: js_distance
+      :value: None
+
 
 
    .. py:attribute:: ws_distance
+      :value: None
+
 
 
    .. py:attribute:: ks_statistic
+      :value: None
+
 
 
    .. py:attribute:: prediction_drift
+      :value: None
+
 
 
    .. py:attribute:: target_column
+      :value: None
+
 
 
    .. py:attribute:: data_integrity_timeseries
+      :value: None
+
 
 
    .. py:attribute:: nested_summary
+      :value: None
+
 
 
    .. py:attribute:: psi
+      :value: None
+
 
 
    .. py:attribute:: csi
+      :value: None
+
 
 
    .. py:attribute:: chi_square
+      :value: None
+
 
 
    .. py:attribute:: null_violations
@@ -26363,111 +28639,183 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: modification_lock
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_source_type
+      :value: None
+
 
 
    .. py:attribute:: table_name
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: function_source_code
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: source_tables
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: sql_error
+      :value: None
+
 
 
    .. py:attribute:: latest_version_outdated
+      :value: None
+
 
 
    .. py:attribute:: referenced_feature_groups
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: update_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookup_keys
+      :value: None
+
 
 
    .. py:attribute:: streaming_enabled
+      :value: None
+
 
 
    .. py:attribute:: incremental
+      :value: None
+
 
 
    .. py:attribute:: merge_config
+      :value: None
+
 
 
    .. py:attribute:: sampling_config
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: streaming_ready
+      :value: None
+
 
 
    .. py:attribute:: feature_tags
+      :value: None
+
 
 
    .. py:attribute:: module_name
+      :value: None
+
 
 
    .. py:attribute:: template_bindings
+      :value: None
+
 
 
    .. py:attribute:: feature_expression
+      :value: None
+
 
 
    .. py:attribute:: use_original_csv_names
+      :value: None
+
 
 
    .. py:attribute:: python_function_bindings
+      :value: None
+
 
 
    .. py:attribute:: python_function_name
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: version_limit
+      :value: None
+
 
 
    .. py:attribute:: export_on_materialization
+      :value: None
+
 
 
    .. py:attribute:: features
@@ -27701,12 +30049,18 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -27774,57 +30128,93 @@ Package Contents
 
 
    .. py:attribute:: feature_group_export_id
+      :value: None
+
 
 
    .. py:attribute:: failed_writes
+      :value: None
+
 
 
    .. py:attribute:: total_writes
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: output_location
+      :value: None
+
 
 
    .. py:attribute:: file_format
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: object_name
+      :value: None
+
 
 
    .. py:attribute:: write_mode
+      :value: None
+
 
 
    .. py:attribute:: database_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: id_column
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: export_completed_at
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: database_output_error
+      :value: None
+
 
 
    .. py:attribute:: project_config
@@ -27942,27 +30332,43 @@ Package Contents
 
 
    .. py:attribute:: output_location
+      :value: None
+
 
 
    .. py:attribute:: file_format
+      :value: None
+
 
 
    .. py:attribute:: database_connector_id
+      :value: None
+
 
 
    .. py:attribute:: object_name
+      :value: None
+
 
 
    .. py:attribute:: write_mode
+      :value: None
+
 
 
    .. py:attribute:: database_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: id_column
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -27996,9 +30402,13 @@ Package Contents
 
 
    .. py:attribute:: download_url
+      :value: None
+
 
 
    .. py:attribute:: expires_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28032,9 +30442,13 @@ Package Contents
 
 
    .. py:attribute:: nodes
+      :value: None
+
 
 
    .. py:attribute:: connections
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28082,30 +30496,48 @@ Package Contents
 
 
    .. py:attribute:: connector_type
+      :value: None
+
 
 
    .. py:attribute:: location
+      :value: None
+
 
 
    .. py:attribute:: export_file_format
+      :value: None
+
 
 
    .. py:attribute:: additional_id_columns
+      :value: None
+
 
 
    .. py:attribute:: database_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: external_connection_id
+      :value: None
+
 
 
    .. py:attribute:: id_column
+      :value: None
+
 
 
    .. py:attribute:: object_name
+      :value: None
+
 
 
    .. py:attribute:: write_mode
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28145,18 +30577,28 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: contents
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28212,42 +30654,68 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: primary_key_value
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_process_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: started_at
+      :value: None
+
 
 
    .. py:attribute:: completed_at
+      :value: None
+
 
 
    .. py:attribute:: timeout_at
+      :value: None
+
 
 
    .. py:attribute:: retries_remaining
+      :value: None
+
 
 
    .. py:attribute:: total_attempts_allowed
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28305,18 +30773,28 @@ Package Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: primary_key_value
+      :value: None
+
 
 
    .. py:attribute:: feature_group_row_process_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28356,18 +30834,28 @@ Package Contents
 
 
    .. py:attribute:: total_processes
+      :value: None
+
 
 
    .. py:attribute:: pending_processes
+      :value: None
+
 
 
    .. py:attribute:: processing_processes
+      :value: None
+
 
 
    .. py:attribute:: complete_processes
+      :value: None
+
 
 
    .. py:attribute:: failed_processes
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28415,30 +30903,48 @@ Package Contents
 
 
    .. py:attribute:: feature_group_template_id
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: is_system_template
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: template_sql
+      :value: None
+
 
 
    .. py:attribute:: template_variables
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28538,9 +31044,13 @@ Package Contents
 
 
    .. py:attribute:: template_variable_options
+      :value: None
+
 
 
    .. py:attribute:: user_feedback
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28616,57 +31126,93 @@ Package Contents
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: source_tables
+      :value: None
+
 
 
    .. py:attribute:: source_dataset_versions
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deployable
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: use_original_csv_names
+      :value: None
+
 
 
    .. py:attribute:: python_function_bindings
+      :value: None
+
 
 
    .. py:attribute:: indexing_config_warning_msg
+      :value: None
+
 
 
    .. py:attribute:: materialization_started_at
+      :value: None
+
 
 
    .. py:attribute:: materialization_completed_at
+      :value: None
+
 
 
    .. py:attribute:: columns
+      :value: None
+
 
 
    .. py:attribute:: template_bindings
+      :value: None
+
 
 
    .. py:attribute:: features
@@ -28905,6 +31451,8 @@ Package Contents
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28946,21 +31494,33 @@ Package Contents
 
 
    .. py:attribute:: shap_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: lime_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: permutation_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: null_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: lofo_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: ebm_feature_importance
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -28994,9 +31554,13 @@ Package Contents
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: feature_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29032,12 +31596,18 @@ Package Contents
 
 
    .. py:attribute:: features
+      :value: None
+
 
 
    .. py:attribute:: feature_metrics
+      :value: None
+
 
 
    .. py:attribute:: metrics_keys
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29069,6 +31639,8 @@ Package Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29106,15 +31678,23 @@ Package Contents
 
 
    .. py:attribute:: bucket
+      :value: None
+
 
 
    .. py:attribute:: verified
+      :value: None
+
 
 
    .. py:attribute:: write_permission
+      :value: None
+
 
 
    .. py:attribute:: auth_expires_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29150,12 +31730,18 @@ Package Contents
 
 
    .. py:attribute:: verified
+      :value: None
+
 
 
    .. py:attribute:: write_permission
+      :value: None
+
 
 
    .. py:attribute:: auth_options
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29189,9 +31775,13 @@ Package Contents
 
 
    .. py:attribute:: verified
+      :value: None
+
 
 
    .. py:attribute:: write_permission
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29241,33 +31831,53 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: finetuned_pretrained_model_id
+      :value: None
+
 
 
    .. py:attribute:: finetuned_pretrained_model_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: config
+      :value: None
+
 
 
    .. py:attribute:: base_model
+      :value: None
+
 
 
    .. py:attribute:: finetuning_dataset_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29313,21 +31923,33 @@ Package Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: x_axis
+      :value: None
+
 
 
    .. py:attribute:: y_axis
+      :value: None
+
 
 
    .. py:attribute:: data_columns
+      :value: None
+
 
 
    .. py:attribute:: chart_name
+      :value: None
+
 
 
    .. py:attribute:: chart_types
+      :value: None
+
 
 
    .. py:attribute:: item_statistics
@@ -29429,24 +32051,38 @@ Package Contents
 
 
    .. py:attribute:: prediction_timestamp_col
+      :value: None
+
 
 
    .. py:attribute:: prediction_target_col
+      :value: None
+
 
 
    .. py:attribute:: training_timestamp_col
+      :value: None
+
 
 
    .. py:attribute:: training_target_col
+      :value: None
+
 
 
    .. py:attribute:: prediction_item_id
+      :value: None
+
 
 
    .. py:attribute:: training_item_id
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: training_target_across_time
@@ -29512,18 +32148,28 @@ Package Contents
 
 
    .. py:attribute:: function
+      :value: None
+
 
 
    .. py:attribute:: stats
+      :value: None
+
 
 
    .. py:attribute:: stdout
+      :value: None
+
 
 
    .. py:attribute:: stderr
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: exception
@@ -29564,15 +32210,23 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: display_name
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29620,30 +32274,48 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: graph_dashboard_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: python_function_ids
+      :value: None
+
 
 
    .. py:attribute:: plot_reference_ids
+      :value: None
+
 
 
    .. py:attribute:: python_function_names
+      :value: None
+
 
 
    .. py:attribute:: project_name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29727,18 +32399,28 @@ Package Contents
 
 
    .. py:attribute:: holdout_analysis_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29837,36 +32519,58 @@ Package Contents
 
 
    .. py:attribute:: holdout_analysis_version
+      :value: None
+
 
 
    .. py:attribute:: holdout_analysis_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: algorithm
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: metric_infos
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29943,15 +32647,23 @@ Package Contents
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: tag
+      :value: None
+
 
 
    .. py:attribute:: trailing_auth_token
+      :value: None
+
 
 
    .. py:attribute:: hosted_model_token_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -29985,9 +32697,13 @@ Package Contents
 
 
    .. py:attribute:: model
+      :value: None
+
 
 
    .. py:attribute:: settings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30023,12 +32739,18 @@ Package Contents
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: update_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookup_keys
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30093,6 +32815,8 @@ Package Contents
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: feature_mappings
@@ -30147,36 +32871,58 @@ Package Contents
 
 
    .. py:attribute:: missing_percent
+      :value: None
+
 
 
    .. py:attribute:: count
+      :value: None
+
 
 
    .. py:attribute:: median
+      :value: None
+
 
 
    .. py:attribute:: mean
+      :value: None
+
 
 
    .. py:attribute:: p10
+      :value: None
+
 
 
    .. py:attribute:: p90
+      :value: None
+
 
 
    .. py:attribute:: stddev
+      :value: None
+
 
 
    .. py:attribute:: min
+      :value: None
+
 
 
    .. py:attribute:: max
+      :value: None
+
 
 
    .. py:attribute:: lower_bound
+      :value: None
+
 
 
    .. py:attribute:: upper_bound
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30222,27 +32968,43 @@ Package Contents
 
 
    .. py:attribute:: llm_app_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30282,18 +33044,28 @@ Package Contents
 
 
    .. py:attribute:: language
+      :value: None
+
 
 
    .. py:attribute:: code
+      :value: None
+
 
 
    .. py:attribute:: start
+      :value: None
+
 
 
    .. py:attribute:: end
+      :value: None
+
 
 
    .. py:attribute:: valid
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30327,9 +33099,13 @@ Package Contents
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30367,9 +33143,13 @@ Package Contents
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: execution
@@ -30407,6 +33187,8 @@ Package Contents
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30438,6 +33220,8 @@ Package Contents
 
 
    .. py:attribute:: content
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30469,6 +33253,8 @@ Package Contents
 
 
    .. py:attribute:: parameters
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30514,24 +33300,38 @@ Package Contents
 
 
    .. py:attribute:: content
+      :value: None
+
 
 
    .. py:attribute:: tokens
+      :value: None
+
 
 
    .. py:attribute:: stop_reason
+      :value: None
+
 
 
    .. py:attribute:: llm_name
+      :value: None
+
 
 
    .. py:attribute:: input_tokens
+      :value: None
+
 
 
    .. py:attribute:: output_tokens
+      :value: None
+
 
 
    .. py:attribute:: total_tokens
+      :value: None
+
 
 
    .. py:attribute:: code_blocks
@@ -30616,27 +33416,43 @@ Package Contents
 
 
    .. py:attribute:: welcome_message
+      :value: None
+
 
 
    .. py:attribute:: default_message
+      :value: None
+
 
 
    .. py:attribute:: disclaimer
+      :value: None
+
 
 
    .. py:attribute:: messaging_bot_name
+      :value: None
+
 
 
    .. py:attribute:: use_default_label
+      :value: None
+
 
 
    .. py:attribute:: init_ack_req
+      :value: None
+
 
 
    .. py:attribute:: default_labels
+      :value: None
+
 
 
    .. py:attribute:: enabled_external_links
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -30736,87 +33552,143 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_config_type
+      :value: None
+
 
 
    .. py:attribute:: model_prediction_config
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: shared
+      :value: None
+
 
 
    .. py:attribute:: shared_at
+      :value: None
+
 
 
    .. py:attribute:: train_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_many_function_name
+      :value: None
+
 
 
    .. py:attribute:: initialize_function_name
+      :value: None
+
 
 
    .. py:attribute:: training_input_tables
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: algorithm_model_configs
+      :value: None
+
 
 
    .. py:attribute:: training_vector_store_versions
+      :value: None
+
 
 
    .. py:attribute:: document_retrievers
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_ids
+      :value: None
+
 
 
    .. py:attribute:: is_python_model
+      :value: None
+
 
 
    .. py:attribute:: default_algorithm
+      :value: None
+
 
 
    .. py:attribute:: custom_algorithm_configs
+      :value: None
+
 
 
    .. py:attribute:: restricted_algorithms
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: training_required
+      :value: None
+
 
 
    .. py:attribute:: location
@@ -31268,24 +34140,38 @@ Package Contents
 
 
    .. py:attribute:: model_artifacts_export_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: output_location
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: export_completed_at
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -31360,9 +34246,13 @@ Package Contents
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: current_training_config
+      :value: None
+
 
 
    .. py:attribute:: model_blueprint_stages
@@ -31405,18 +34295,28 @@ Package Contents
 
 
    .. py:attribute:: stage_name
+      :value: None
+
 
 
    .. py:attribute:: display_name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: params
+      :value: None
+
 
 
    .. py:attribute:: predecessors
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -31450,9 +34350,13 @@ Package Contents
 
 
    .. py:attribute:: location
+      :value: None
+
 
 
    .. py:attribute:: artifact_names
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -31500,30 +34404,48 @@ Package Contents
 
 
    .. py:attribute:: algo_metrics
+      :value: None
+
 
 
    .. py:attribute:: selected_algorithm
+      :value: None
+
 
 
    .. py:attribute:: selected_algorithm_name
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: metric_names
+      :value: None
+
 
 
    .. py:attribute:: target_column
+      :value: None
+
 
 
    .. py:attribute:: train_val_test_split
+      :value: None
+
 
 
    .. py:attribute:: training_completed_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -31609,81 +34531,133 @@ Package Contents
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: alert_config
+      :value: None
+
 
 
    .. py:attribute:: bias_metric_id
+      :value: None
+
 
 
    .. py:attribute:: metric_configs
+      :value: None
+
 
 
    .. py:attribute:: feature_group_monitor_configs
+      :value: None
+
 
 
    .. py:attribute:: metric_types
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: starred
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: monitor_type
+      :value: None
+
 
 
    .. py:attribute:: eda_configs
+      :value: None
+
 
 
    .. py:attribute:: training_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_sampling
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_sampling
+      :value: None
+
 
 
    .. py:attribute:: monitor_drift_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: training_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: refresh_schedules
@@ -31824,27 +34798,43 @@ Package Contents
 
 
    .. py:attribute:: summary
+      :value: None
+
 
 
    .. py:attribute:: feature_drift
+      :value: None
+
 
 
    .. py:attribute:: label_drift
+      :value: None
+
 
 
    .. py:attribute:: data_integrity
+      :value: None
+
 
 
    .. py:attribute:: performance
+      :value: None
+
 
 
    .. py:attribute:: alerts
+      :value: None
+
 
 
    .. py:attribute:: monitor_data
+      :value: None
+
 
 
    .. py:attribute:: total_starred_monitors
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -31884,18 +34874,28 @@ Package Contents
 
 
    .. py:attribute:: model_accuracy
+      :value: None
+
 
 
    .. py:attribute:: model_drift
+      :value: None
+
 
 
    .. py:attribute:: data_integrity
+      :value: None
+
 
 
    .. py:attribute:: bias_violations
+      :value: None
+
 
 
    .. py:attribute:: alerts
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -31929,9 +34929,13 @@ Package Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: infos
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -32005,69 +35009,113 @@ Package Contents
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: monitoring_started_at
+      :value: None
+
 
 
    .. py:attribute:: monitoring_completed_at
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: pending_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: failed_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: metric_configs
+      :value: None
+
 
 
    .. py:attribute:: feature_group_monitor_configs
+      :value: None
+
 
 
    .. py:attribute:: metric_types
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_version
+      :value: None
+
 
 
    .. py:attribute:: eda_configs
+      :value: None
+
 
 
    .. py:attribute:: training_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: monitor_drift_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: training_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -32230,36 +35278,58 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: model_monitor
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: metric_infos
+      :value: None
+
 
 
    .. py:attribute:: metric_names
+      :value: None
+
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: metric_charts
+      :value: None
+
 
 
    .. py:attribute:: other_metrics
+      :value: None
+
 
 
    .. py:attribute:: actual_values_supported_for_drilldown
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -32293,9 +35363,13 @@ Package Contents
 
 
    .. py:attribute:: label
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -32355,48 +35429,78 @@ Package Contents
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: model_upload_id
+      :value: None
+
 
 
    .. py:attribute:: embeddings_upload_id
+      :value: None
+
 
 
    .. py:attribute:: artifacts_upload_id
+      :value: None
+
 
 
    .. py:attribute:: verifications_upload_id
+      :value: None
+
 
 
    .. py:attribute:: default_items_upload_id
+      :value: None
+
 
 
    .. py:attribute:: model_file_upload_id
+      :value: None
+
 
 
    .. py:attribute:: model_state_upload_id
+      :value: None
+
 
 
    .. py:attribute:: input_preprocessor_upload_id
+      :value: None
+
 
 
    .. py:attribute:: requirements_upload_id
+      :value: None
+
 
 
    .. py:attribute:: resources_upload_id
+      :value: None
+
 
 
    .. py:attribute:: multi_catalog_embeddings_upload_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -32490,90 +35594,148 @@ Package Contents
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: model_config_type
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_prediction_config
+      :value: None
+
 
 
    .. py:attribute:: training_started_at
+      :value: None
+
 
 
    .. py:attribute:: training_completed_at
+      :value: None
+
 
 
    .. py:attribute:: feature_group_versions
+      :value: None
+
 
 
    .. py:attribute:: custom_algorithms
+      :value: None
+
 
 
    .. py:attribute:: builtin_algorithms
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: pending_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: failed_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: automl_complete
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: training_document_retriever_versions
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_mappings
+      :value: None
+
 
 
    .. py:attribute:: best_algorithm
+      :value: None
+
 
 
    .. py:attribute:: default_algorithm
+      :value: None
+
 
 
    .. py:attribute:: feature_analysis_status
+      :value: None
+
 
 
    .. py:attribute:: data_cluster_info
+      :value: None
+
 
 
    .. py:attribute:: custom_algorithm_configs
+      :value: None
+
 
 
    .. py:attribute:: trained_model_types
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: partial_complete
+      :value: None
+
 
 
    .. py:attribute:: model_feature_group_schema_mappings
+      :value: None
+
 
 
    .. py:attribute:: training_config_updated
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -32786,9 +35948,13 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_name
+      :value: None
+
 
 
    .. py:attribute:: schema
@@ -32827,12 +35993,18 @@ Package Contents
 
 
    .. py:attribute:: modification_lock
+      :value: None
+
 
 
    .. py:attribute:: user_emails
+      :value: None
+
 
 
    .. py:attribute:: organization_groups
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -32872,15 +36044,23 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: hide_module_code
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -32939,39 +36119,63 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: monitor_alert_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: realtime_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: condition_config
+      :value: None
+
 
 
    .. py:attribute:: action_config
+      :value: None
+
 
 
    .. py:attribute:: condition_description
+      :value: None
+
 
 
    .. py:attribute:: action_description
+      :value: None
+
 
 
    .. py:attribute:: alert_type
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: latest_monitor_alert_version
@@ -33100,60 +36304,98 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: monitor_alert_version
+      :value: None
+
 
 
    .. py:attribute:: monitor_alert_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: alerting_started_at
+      :value: None
+
 
 
    .. py:attribute:: alerting_completed_at
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: condition_config
+      :value: None
+
 
 
    .. py:attribute:: action_config
+      :value: None
+
 
 
    .. py:attribute:: alert_result
+      :value: None
+
 
 
    .. py:attribute:: action_status
+      :value: None
+
 
 
    .. py:attribute:: action_error
+      :value: None
+
 
 
    .. py:attribute:: action_started_at
+      :value: None
+
 
 
    .. py:attribute:: action_completed_at
+      :value: None
+
 
 
    .. py:attribute:: condition_description
+      :value: None
+
 
 
    .. py:attribute:: action_description
+      :value: None
+
 
 
    .. py:attribute:: alert_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33232,12 +36474,18 @@ Package Contents
 
 
    .. py:attribute:: feature_drifts
+      :value: None
+
 
 
    .. py:attribute:: feature_distributions
+      :value: None
+
 
 
    .. py:attribute:: nested_drifts
+      :value: None
+
 
 
    .. py:attribute:: forecasting_monitor_summary
@@ -33281,15 +36529,23 @@ Package Contents
 
 
    .. py:attribute:: short_explanation
+      :value: None
+
 
 
    .. py:attribute:: long_explanation
+      :value: None
+
 
 
    .. py:attribute:: is_outdated
+      :value: None
+
 
 
    .. py:attribute:: html_explanation
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33333,24 +36589,38 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: select_clause
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: source_table
+      :value: None
+
 
 
    .. py:attribute:: original_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33394,21 +36664,33 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: source_table
+      :value: None
+
 
 
    .. py:attribute:: point_in_time_info
@@ -33457,27 +36739,43 @@ Package Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_width
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_height
+      :value: None
+
 
 
    .. py:attribute:: favicon_url
+      :value: None
+
 
 
    .. py:attribute:: date_published
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33511,9 +36809,13 @@ Package Contents
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: messages
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33551,15 +36853,23 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: violation
+      :value: None
+
 
 
    .. py:attribute:: training_null_freq
+      :value: None
+
 
 
    .. py:attribute:: prediction_null_freq
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33597,15 +36907,23 @@ Package Contents
 
 
    .. py:attribute:: logo
+      :value: None
+
 
 
    .. py:attribute:: theme
+      :value: None
+
 
 
    .. py:attribute:: managed_user_service
+      :value: None
+
 
 
    .. py:attribute:: passwords_disabled
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33647,21 +36965,33 @@ Package Contents
 
 
    .. py:attribute:: organization_group_id
+      :value: None
+
 
 
    .. py:attribute:: permissions
+      :value: None
+
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: default_group
+      :value: None
+
 
 
    .. py:attribute:: admin
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33774,9 +37104,13 @@ Package Contents
 
 
    .. py:attribute:: score
+      :value: None
+
 
 
    .. py:attribute:: feature_group_context
+      :value: None
+
 
 
    .. py:attribute:: feature_group
@@ -33818,12 +37152,18 @@ Package Contents
 
 
    .. py:attribute:: secret_key
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33879,42 +37219,68 @@ Package Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: page
+      :value: None
+
 
 
    .. py:attribute:: height
+      :value: None
+
 
 
    .. py:attribute:: width
+      :value: None
+
 
 
    .. py:attribute:: page_count
+      :value: None
+
 
 
    .. py:attribute:: page_text
+      :value: None
+
 
 
    .. py:attribute:: page_token_start_offset
+      :value: None
+
 
 
    .. py:attribute:: token_count
+      :value: None
+
 
 
    .. py:attribute:: tokens
+      :value: None
+
 
 
    .. py:attribute:: extracted_text
+      :value: None
+
 
 
    .. py:attribute:: rotation_angle
+      :value: None
+
 
 
    .. py:attribute:: page_markdown
+      :value: None
+
 
 
    .. py:attribute:: embedded_text
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -33972,30 +37338,48 @@ Package Contents
 
 
    .. py:attribute:: pipeline_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: cron
+      :value: None
+
 
 
    .. py:attribute:: next_run_time
+      :value: None
+
 
 
    .. py:attribute:: is_prod
+      :value: None
+
 
 
    .. py:attribute:: warning
+      :value: None
+
 
 
    .. py:attribute:: created_by
+      :value: None
+
 
 
    .. py:attribute:: steps
@@ -34263,33 +37647,53 @@ Package Contents
 
 
    .. py:attribute:: pipeline_reference_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: object_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_description_id
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -34345,36 +37749,58 @@ Package Contents
 
 
    .. py:attribute:: pipeline_step_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: step_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: step_dependencies
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: timeout
+      :value: None
+
 
 
    .. py:attribute:: python_function
@@ -34518,54 +37944,88 @@ Package Contents
 
 
    .. py:attribute:: step_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: output_errors
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: function_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: step_dependencies
+      :value: None
+
 
 
    .. py:attribute:: output_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: timeout
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version_references
@@ -34642,15 +38102,23 @@ Package Contents
 
 
    .. py:attribute:: step_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version
+      :value: None
+
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -34704,39 +38172,63 @@ Package Contents
 
 
    .. py:attribute:: pipeline_step_version_reference_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version
+      :value: None
+
 
 
    .. py:attribute:: object_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: deployment_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: notebook_version
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -34788,27 +38280,43 @@ Package Contents
 
 
    .. py:attribute:: pipeline_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: completed_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: step_versions
@@ -34959,9 +38467,13 @@ Package Contents
 
 
    .. py:attribute:: playground_text
+      :value: None
+
 
 
    .. py:attribute:: rendering_code
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -35011,33 +38523,53 @@ Package Contents
 
 
    .. py:attribute:: history_table_name
+      :value: None
+
 
 
    .. py:attribute:: aggregation_keys
+      :value: None
+
 
 
    .. py:attribute:: timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: historical_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookback_window_seconds
+      :value: None
+
 
 
    .. py:attribute:: lookback_window_lag_seconds
+      :value: None
+
 
 
    .. py:attribute:: lookback_count
+      :value: None
+
 
 
    .. py:attribute:: lookback_until_position
+      :value: None
+
 
 
    .. py:attribute:: expression
+      :value: None
+
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -35071,9 +38603,13 @@ Package Contents
 
 
    .. py:attribute:: expression
+      :value: None
+
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -35125,33 +38661,53 @@ Package Contents
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: window_key
+      :value: None
+
 
 
    .. py:attribute:: aggregation_keys
+      :value: None
+
 
 
    .. py:attribute:: lookback_window
+      :value: None
+
 
 
    .. py:attribute:: lookback_window_lag
+      :value: None
+
 
 
    .. py:attribute:: lookback_count
+      :value: None
+
 
 
    .. py:attribute:: lookback_until_position
+      :value: None
+
 
 
    .. py:attribute:: history_table_name
+      :value: None
+
 
 
    .. py:attribute:: history_window_key
+      :value: None
+
 
 
    .. py:attribute:: history_aggregation_keys
+      :value: None
+
 
 
    .. py:attribute:: features
@@ -35192,15 +38748,23 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: expression
+      :value: None
+
 
 
    .. py:attribute:: pit_operation_type
+      :value: None
+
 
 
    .. py:attribute:: pit_operation_config
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -36212,7 +39776,7 @@ Package Contents
 
 
 
-   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, deployment_conversation_id = None, arguments = None, keyword_arguments = None, save_conversations = True)
+   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, save_conversations = True)
 
       Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.
 
@@ -36220,8 +39784,6 @@ Package Contents
       :type deployment_token: str
       :param deployment_id: A unique string identifier for the deployment created under the project.
       :type deployment_id: str
-      :param deployment_conversation_id: A unique string identifier for the deployment conversation used for the conversation.
-      :type deployment_conversation_id: str
       :param arguments: Positional arguments to the agent execute function.
       :type arguments: list
       :param keyword_arguments: A dictionary where each 'key' represents the parameter name and its corresponding 'value' represents the value of that parameter for the agent execute function.
@@ -36266,18 +39828,28 @@ Package Contents
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -36317,18 +39889,28 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: dataset_type
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -36366,9 +39948,13 @@ Package Contents
 
 
    .. py:attribute:: feature_group_dataset_ids
+      :value: None
+
 
 
    .. py:attribute:: dataset_id_remap
+      :value: None
+
 
 
    .. py:attribute:: feature_groups
@@ -36414,18 +40000,28 @@ Package Contents
 
 
    .. py:attribute:: request_id
+      :value: None
+
 
 
    .. py:attribute:: query
+      :value: None
+
 
 
    .. py:attribute:: query_time_ms
+      :value: None
+
 
 
    .. py:attribute:: timestamp_ms
+      :value: None
+
 
 
    .. py:attribute:: response
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -36487,42 +40083,68 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: initialize_function_name
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: feature_group_table_names
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -36679,36 +40301,58 @@ Package Contents
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: feature_group_versions
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -36758,15 +40402,23 @@ Package Contents
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: required_feature_group_type
+      :value: None
+
 
 
    .. py:attribute:: optional_feature_group_types
+      :value: None
+
 
 
    .. py:attribute:: use_cases_support_custom_algorithm
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -36808,21 +40460,33 @@ Package Contents
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -37618,6 +41282,8 @@ Package Contents
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: config
@@ -37754,114 +41420,188 @@ Package Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: modification_lock
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_source_type
+      :value: None
+
 
 
    .. py:attribute:: table_name
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: function_source_code
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: source_tables
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: sql_error
+      :value: None
+
 
 
    .. py:attribute:: latest_version_outdated
+      :value: None
+
 
 
    .. py:attribute:: referenced_feature_groups
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: update_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookup_keys
+      :value: None
+
 
 
    .. py:attribute:: streaming_enabled
+      :value: None
+
 
 
    .. py:attribute:: incremental
+      :value: None
+
 
 
    .. py:attribute:: merge_config
+      :value: None
+
 
 
    .. py:attribute:: sampling_config
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: streaming_ready
+      :value: None
+
 
 
    .. py:attribute:: feature_tags
+      :value: None
+
 
 
    .. py:attribute:: module_name
+      :value: None
+
 
 
    .. py:attribute:: template_bindings
+      :value: None
+
 
 
    .. py:attribute:: feature_expression
+      :value: None
+
 
 
    .. py:attribute:: use_original_csv_names
+      :value: None
+
 
 
    .. py:attribute:: python_function_bindings
+      :value: None
+
 
 
    .. py:attribute:: python_function_name
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: version_limit
+      :value: None
+
 
 
    .. py:attribute:: export_on_materialization
+      :value: None
+
 
 
    .. py:attribute:: feature_group_type
+      :value: None
+
 
 
    .. py:attribute:: features
@@ -37944,6 +41684,8 @@ Package Contents
 
 
    .. py:attribute:: nested_schema
+      :value: None
+
 
 
    .. py:attribute:: schema
@@ -37984,6 +41726,8 @@ Package Contents
 
 
    .. py:attribute:: schema_version
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38019,12 +41763,18 @@ Package Contents
 
 
    .. py:attribute:: valid
+      :value: None
+
 
 
    .. py:attribute:: dataset_errors
+      :value: None
+
 
 
    .. py:attribute:: column_hints
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38074,30 +41824,48 @@ Package Contents
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: function_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: output_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: function_type
+      :value: None
+
 
 
    .. py:attribute:: package_requirements
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -38181,30 +41949,48 @@ Package Contents
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: function_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: function_type
+      :value: None
+
 
 
    .. py:attribute:: plot_name
+      :value: None
+
 
 
    .. py:attribute:: graph_reference_id
+      :value: None
+
 
 
    .. py:attribute:: code_source
@@ -38251,24 +42037,38 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: training_min
+      :value: None
+
 
 
    .. py:attribute:: training_max
+      :value: None
+
 
 
    .. py:attribute:: prediction_min
+      :value: None
+
 
 
    .. py:attribute:: prediction_max
+      :value: None
+
 
 
    .. py:attribute:: freq_above_training_range
+      :value: None
+
 
 
    .. py:attribute:: freq_below_training_range
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38310,21 +42110,33 @@ Package Contents
 
 
    .. py:attribute:: realtime_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: lookback_time
+      :value: None
+
 
 
    .. py:attribute:: realtime_monitor_schedule
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38424,39 +42236,63 @@ Package Contents
 
 
    .. py:attribute:: refresh_pipeline_run_id
+      :value: None
+
 
 
    .. py:attribute:: refresh_policy_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: started_at
+      :value: None
+
 
 
    .. py:attribute:: completed_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: refresh_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_versions
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: model_versions
+      :value: None
+
 
 
    .. py:attribute:: deployment_versions
+      :value: None
+
 
 
    .. py:attribute:: batch_predictions
+      :value: None
+
 
 
    .. py:attribute:: refresh_policy
@@ -38564,54 +42400,88 @@ Package Contents
 
 
    .. py:attribute:: refresh_policy_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: cron
+      :value: None
+
 
 
    .. py:attribute:: next_run_time
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: refresh_type
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_ids
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: model_ids
+      :value: None
+
 
 
    .. py:attribute:: deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_ids
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_ids
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: paused
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_export_config
@@ -38739,18 +42609,28 @@ Package Contents
 
 
    .. py:attribute:: refresh_policy_id
+      :value: None
+
 
 
    .. py:attribute:: next_run_time
+      :value: None
+
 
 
    .. py:attribute:: cron
+      :value: None
+
 
 
    .. py:attribute:: refresh_type
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38784,9 +42664,13 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38826,18 +42710,28 @@ Package Contents
 
 
    .. py:attribute:: feature_group_template_id
+      :value: None
+
 
 
    .. py:attribute:: resolved_variables
+      :value: None
+
 
 
    .. py:attribute:: resolved_sql
+      :value: None
+
 
 
    .. py:attribute:: template_sql
+      :value: None
+
 
 
    .. py:attribute:: sql_error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38883,27 +42777,43 @@ Package Contents
 
 
    .. py:attribute:: id
+      :value: None
+
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: prompt
+      :value: None
+
 
 
    .. py:attribute:: placeholder
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: display_name
+      :value: None
+
 
 
    .. py:attribute:: is_large
+      :value: None
+
 
 
    .. py:attribute:: is_medium
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -38951,24 +42861,38 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_data_type
+      :value: None
+
 
 
    .. py:attribute:: nested_features
@@ -39008,9 +42932,13 @@ Package Contents
 
 
    .. py:attribute:: streaming_token
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39136,21 +43064,33 @@ Package Contents
 
 
    .. py:attribute:: streaming_connector_id
+      :value: None
+
 
 
    .. py:attribute:: service
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: auth
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39211,9 +43151,13 @@ Package Contents
 
 
    .. py:attribute:: count
+      :value: None
+
 
 
    .. py:attribute:: start_ts_ms
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39249,12 +43193,18 @@ Package Contents
 
 
    .. py:attribute:: python
+      :value: None
+
 
 
    .. py:attribute:: curl
+      :value: None
+
 
 
    .. py:attribute:: console
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39288,6 +43238,8 @@ Package Contents
 
 
    .. py:attribute:: notebook_code
+      :value: None
+
 
 
    .. py:attribute:: workflow_graph_node
@@ -39332,21 +43284,33 @@ Package Contents
 
 
    .. py:attribute:: count
+      :value: None
+
 
 
    .. py:attribute:: columns
+      :value: None
+
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: metrics_columns
+      :value: None
+
 
 
    .. py:attribute:: summarized_metrics
+      :value: None
+
 
 
    .. py:attribute:: error_description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39392,27 +43356,43 @@ Package Contents
 
 
    .. py:attribute:: voice_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: gender
+      :value: None
+
 
 
    .. py:attribute:: language
+      :value: None
+
 
 
    .. py:attribute:: age
+      :value: None
+
 
 
    .. py:attribute:: accent
+      :value: None
+
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39464,36 +43444,58 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: value_type
+      :value: None
+
 
 
    .. py:attribute:: value_options
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: options
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: last_model_value
+      :value: None
+
 
 
    .. py:attribute:: needs_refresh
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39537,24 +43539,38 @@ Package Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: twitter_name
+      :value: None
+
 
 
    .. py:attribute:: twitter_handle
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_width
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_height
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39604,33 +43620,53 @@ Package Contents
 
 
    .. py:attribute:: upload_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_upload_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: parts
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39768,9 +43804,13 @@ Package Contents
 
 
    .. py:attribute:: etag
+      :value: None
+
 
 
    .. py:attribute:: md5
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39808,15 +43848,23 @@ Package Contents
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: pretty_name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39860,24 +43908,38 @@ Package Contents
 
 
    .. py:attribute:: dataset_type
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: multi
+      :value: None
+
 
 
    .. py:attribute:: allowed_feature_mappings
+      :value: None
+
 
 
    .. py:attribute:: allowed_nested_feature_mappings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -39917,15 +43979,23 @@ Package Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: email
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: organization_groups
@@ -39964,12 +44034,18 @@ Package Contents
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: traceback
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -40003,9 +44079,13 @@ Package Contents
 
 
    .. py:attribute:: model
+      :value: None
+
 
 
    .. py:attribute:: settings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -40045,18 +44125,28 @@ Package Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: motion_thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: embed_url
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -40131,24 +44221,38 @@ Package Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: snippet
+      :value: None
+
 
 
    .. py:attribute:: news
+      :value: None
+
 
 
    .. py:attribute:: place
+      :value: None
+
 
 
    .. py:attribute:: entity
+      :value: None
+
 
 
    .. py:attribute:: content
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -40190,21 +44294,33 @@ Package Contents
 
 
    .. py:attribute:: webhook_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: endpoint
+      :value: None
+
 
 
    .. py:attribute:: webhook_event_type
+      :value: None
+
 
 
    .. py:attribute:: payload_template
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
@@ -40299,27 +44415,43 @@ Package Contents
 
 
    .. py:attribute:: workflow_node_template_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: package_requirements
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: additional_configs
+      :value: None
+
 
 
    .. py:attribute:: inputs
@@ -40347,6 +44479,6 @@ Package Contents
 
 
 .. py:data:: __version__
-   :value: '1.4.21'
+   :value: '1.4.22'
 
 
diff --git a/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt b/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt
index eba537bd..159684a5 100644
--- a/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: update_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookup_keys
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt b/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt
index 595dff97..627f0bdf 100644
--- a/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt
@@ -31,6 +31,8 @@ Module Contents
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: feature_mappings
diff --git a/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt b/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt
index 3c2b3fb1..3783e7cf 100644
--- a/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt
@@ -49,36 +49,58 @@ Module Contents
 
 
    .. py:attribute:: missing_percent
+      :value: None
+
 
 
    .. py:attribute:: count
+      :value: None
+
 
 
    .. py:attribute:: median
+      :value: None
+
 
 
    .. py:attribute:: mean
+      :value: None
+
 
 
    .. py:attribute:: p10
+      :value: None
+
 
 
    .. py:attribute:: p90
+      :value: None
+
 
 
    .. py:attribute:: stddev
+      :value: None
+
 
 
    .. py:attribute:: min
+      :value: None
+
 
 
    .. py:attribute:: max
+      :value: None
+
 
 
    .. py:attribute:: lower_bound
+      :value: None
+
 
 
    .. py:attribute:: upper_bound
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt
index 36482ee2..7b6d9030 100644
--- a/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: llm_app_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt
index 5def405c..cd247c19 100644
--- a/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: language
+      :value: None
+
 
 
    .. py:attribute:: code
+      :value: None
+
 
 
    .. py:attribute:: start
+      :value: None
+
 
 
    .. py:attribute:: end
+      :value: None
+
 
 
    .. py:attribute:: valid
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt
index cde416d2..3d33691c 100644
--- a/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt
index 2d026365..3ae6fa99 100644
--- a/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt
@@ -35,9 +35,13 @@ Module Contents
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: execution
diff --git a/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt
index f86b4a73..d0056fd4 100644
--- a/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt
index a7527a6e..1048f5b5 100644
--- a/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: content
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt
index f27918e5..98ee05e9 100644
--- a/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: parameters
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt
index edd9c7db..ebdab2dc 100644
--- a/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt
@@ -43,24 +43,38 @@ Module Contents
 
 
    .. py:attribute:: content
+      :value: None
+
 
 
    .. py:attribute:: tokens
+      :value: None
+
 
 
    .. py:attribute:: stop_reason
+      :value: None
+
 
 
    .. py:attribute:: llm_name
+      :value: None
+
 
 
    .. py:attribute:: input_tokens
+      :value: None
+
 
 
    .. py:attribute:: output_tokens
+      :value: None
+
 
 
    .. py:attribute:: total_tokens
+      :value: None
+
 
 
    .. py:attribute:: code_blocks
diff --git a/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt b/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt
index ac022fb4..72c7971b 100644
--- a/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: welcome_message
+      :value: None
+
 
 
    .. py:attribute:: default_message
+      :value: None
+
 
 
    .. py:attribute:: disclaimer
+      :value: None
+
 
 
    .. py:attribute:: messaging_bot_name
+      :value: None
+
 
 
    .. py:attribute:: use_default_label
+      :value: None
+
 
 
    .. py:attribute:: init_ack_req
+      :value: None
+
 
 
    .. py:attribute:: default_labels
+      :value: None
+
 
 
    .. py:attribute:: enabled_external_links
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model/index.rst.txt b/docs/_sources/autoapi/abacusai/model/index.rst.txt
index 20352497..d674094c 100644
--- a/docs/_sources/autoapi/abacusai/model/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model/index.rst.txt
@@ -97,87 +97,143 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_config_type
+      :value: None
+
 
 
    .. py:attribute:: model_prediction_config
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: shared
+      :value: None
+
 
 
    .. py:attribute:: shared_at
+      :value: None
+
 
 
    .. py:attribute:: train_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: predict_many_function_name
+      :value: None
+
 
 
    .. py:attribute:: initialize_function_name
+      :value: None
+
 
 
    .. py:attribute:: training_input_tables
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: algorithm_model_configs
+      :value: None
+
 
 
    .. py:attribute:: training_vector_store_versions
+      :value: None
+
 
 
    .. py:attribute:: document_retrievers
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_ids
+      :value: None
+
 
 
    .. py:attribute:: is_python_model
+      :value: None
+
 
 
    .. py:attribute:: default_algorithm
+      :value: None
+
 
 
    .. py:attribute:: custom_algorithm_configs
+      :value: None
+
 
 
    .. py:attribute:: restricted_algorithms
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: training_required
+      :value: None
+
 
 
    .. py:attribute:: location
diff --git a/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt b/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt
index d5e9326f..7d2a38b5 100644
--- a/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: model_artifacts_export_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: output_location
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: export_completed_at
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt b/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt
index 7b6bcd41..e71d6b14 100644
--- a/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt
@@ -33,9 +33,13 @@ Module Contents
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: current_training_config
+      :value: None
+
 
 
    .. py:attribute:: model_blueprint_stages
diff --git a/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt b/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt
index 9281eee9..cc5759f2 100644
--- a/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: stage_name
+      :value: None
+
 
 
    .. py:attribute:: display_name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: params
+      :value: None
+
 
 
    .. py:attribute:: predecessors
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_location/index.rst.txt b/docs/_sources/autoapi/abacusai/model_location/index.rst.txt
index 4c2a96cd..4590392b 100644
--- a/docs/_sources/autoapi/abacusai/model_location/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_location/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: location
+      :value: None
+
 
 
    .. py:attribute:: artifact_names
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt b/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt
index d4abe723..7d85a404 100644
--- a/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt
@@ -45,30 +45,48 @@ Module Contents
 
 
    .. py:attribute:: algo_metrics
+      :value: None
+
 
 
    .. py:attribute:: selected_algorithm
+      :value: None
+
 
 
    .. py:attribute:: selected_algorithm_name
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: metric_names
+      :value: None
+
 
 
    .. py:attribute:: target_column
+      :value: None
+
 
 
    .. py:attribute:: train_val_test_split
+      :value: None
+
 
 
    .. py:attribute:: training_completed_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt
index 94531ff2..b26f2eb8 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt
@@ -83,81 +83,133 @@ Module Contents
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: alert_config
+      :value: None
+
 
 
    .. py:attribute:: bias_metric_id
+      :value: None
+
 
 
    .. py:attribute:: metric_configs
+      :value: None
+
 
 
    .. py:attribute:: feature_group_monitor_configs
+      :value: None
+
 
 
    .. py:attribute:: metric_types
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: starred
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: monitor_type
+      :value: None
+
 
 
    .. py:attribute:: eda_configs
+      :value: None
+
 
 
    .. py:attribute:: training_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_sampling
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_sampling
+      :value: None
+
 
 
    .. py:attribute:: monitor_drift_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: training_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: refresh_schedules
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt
index 242cb9f7..e7306294 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: summary
+      :value: None
+
 
 
    .. py:attribute:: feature_drift
+      :value: None
+
 
 
    .. py:attribute:: label_drift
+      :value: None
+
 
 
    .. py:attribute:: data_integrity
+      :value: None
+
 
 
    .. py:attribute:: performance
+      :value: None
+
 
 
    .. py:attribute:: alerts
+      :value: None
+
 
 
    .. py:attribute:: monitor_data
+      :value: None
+
 
 
    .. py:attribute:: total_starred_monitors
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt
index 7c65f655..427ac14f 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: model_accuracy
+      :value: None
+
 
 
    .. py:attribute:: model_drift
+      :value: None
+
 
 
    .. py:attribute:: data_integrity
+      :value: None
+
 
 
    .. py:attribute:: bias_violations
+      :value: None
+
 
 
    .. py:attribute:: alerts
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt
index 73adcdd7..5032faf1 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: infos
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt
index 36955c07..72fe606c 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt
@@ -71,69 +71,113 @@ Module Contents
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: monitoring_started_at
+      :value: None
+
 
 
    .. py:attribute:: monitoring_completed_at
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: prediction_feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: pending_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: failed_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: metric_configs
+      :value: None
+
 
 
    .. py:attribute:: feature_group_monitor_configs
+      :value: None
+
 
 
    .. py:attribute:: metric_types
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_version
+      :value: None
+
 
 
    .. py:attribute:: eda_configs
+      :value: None
+
 
 
    .. py:attribute:: training_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_forecast_config
+      :value: None
+
 
 
    .. py:attribute:: forecast_frequency
+      :value: None
+
 
 
    .. py:attribute:: monitor_drift_config
+      :value: None
+
 
 
    .. py:attribute:: prediction_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: training_data_use_mappings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt
index d4b4b798..7cd9eec7 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt
@@ -49,36 +49,58 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: algo_name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: model_monitor
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: metric_infos
+      :value: None
+
 
 
    .. py:attribute:: metric_names
+      :value: None
+
 
 
    .. py:attribute:: metrics
+      :value: None
+
 
 
    .. py:attribute:: metric_charts
+      :value: None
+
 
 
    .. py:attribute:: other_metrics
+      :value: None
+
 
 
    .. py:attribute:: actual_values_supported_for_drilldown
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt b/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt
index ff84e12e..3494a5f3 100644
--- a/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: label
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt b/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt
index cbb151ee..770e366c 100644
--- a/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt
@@ -57,48 +57,78 @@ Module Contents
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: model_upload_id
+      :value: None
+
 
 
    .. py:attribute:: embeddings_upload_id
+      :value: None
+
 
 
    .. py:attribute:: artifacts_upload_id
+      :value: None
+
 
 
    .. py:attribute:: verifications_upload_id
+      :value: None
+
 
 
    .. py:attribute:: default_items_upload_id
+      :value: None
+
 
 
    .. py:attribute:: model_file_upload_id
+      :value: None
+
 
 
    .. py:attribute:: model_state_upload_id
+      :value: None
+
 
 
    .. py:attribute:: input_preprocessor_upload_id
+      :value: None
+
 
 
    .. py:attribute:: requirements_upload_id
+      :value: None
+
 
 
    .. py:attribute:: resources_upload_id
+      :value: None
+
 
 
    .. py:attribute:: multi_catalog_embeddings_upload_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/model_version/index.rst.txt b/docs/_sources/autoapi/abacusai/model_version/index.rst.txt
index 9ca27a89..97a68ec2 100644
--- a/docs/_sources/autoapi/abacusai/model_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_version/index.rst.txt
@@ -91,90 +91,148 @@ Module Contents
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: model_config_type
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_prediction_config
+      :value: None
+
 
 
    .. py:attribute:: training_started_at
+      :value: None
+
 
 
    .. py:attribute:: training_completed_at
+      :value: None
+
 
 
    .. py:attribute:: feature_group_versions
+      :value: None
+
 
 
    .. py:attribute:: custom_algorithms
+      :value: None
+
 
 
    .. py:attribute:: builtin_algorithms
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: pending_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: failed_deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: automl_complete
+      :value: None
+
 
 
    .. py:attribute:: training_feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: training_document_retriever_versions
+      :value: None
+
 
 
    .. py:attribute:: document_retriever_mappings
+      :value: None
+
 
 
    .. py:attribute:: best_algorithm
+      :value: None
+
 
 
    .. py:attribute:: default_algorithm
+      :value: None
+
 
 
    .. py:attribute:: feature_analysis_status
+      :value: None
+
 
 
    .. py:attribute:: data_cluster_info
+      :value: None
+
 
 
    .. py:attribute:: custom_algorithm_configs
+      :value: None
+
 
 
    .. py:attribute:: trained_model_types
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: partial_complete
+      :value: None
+
 
 
    .. py:attribute:: model_feature_group_schema_mappings
+      :value: None
+
 
 
    .. py:attribute:: training_config_updated
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt
index 4d504e73..009c109d 100644
--- a/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt
@@ -33,9 +33,13 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_name
+      :value: None
+
 
 
    .. py:attribute:: schema
diff --git a/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt b/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt
index 9b9e5e04..5e8a814b 100644
--- a/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: modification_lock
+      :value: None
+
 
 
    .. py:attribute:: user_emails
+      :value: None
+
 
 
    .. py:attribute:: organization_groups
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/module/index.rst.txt b/docs/_sources/autoapi/abacusai/module/index.rst.txt
index df7ff371..6b5d654b 100644
--- a/docs/_sources/autoapi/abacusai/module/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/module/index.rst.txt
@@ -37,15 +37,23 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: hide_module_code
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt b/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt
index 40224f53..a4604733 100644
--- a/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt
@@ -53,39 +53,63 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: monitor_alert_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: realtime_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: condition_config
+      :value: None
+
 
 
    .. py:attribute:: action_config
+      :value: None
+
 
 
    .. py:attribute:: condition_description
+      :value: None
+
 
 
    .. py:attribute:: action_description
+      :value: None
+
 
 
    .. py:attribute:: alert_type
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: latest_monitor_alert_version
diff --git a/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt b/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt
index ed7a8fcf..7c06961e 100644
--- a/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt
@@ -65,60 +65,98 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: monitor_alert_version
+      :value: None
+
 
 
    .. py:attribute:: monitor_alert_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: alerting_started_at
+      :value: None
+
 
 
    .. py:attribute:: alerting_completed_at
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: condition_config
+      :value: None
+
 
 
    .. py:attribute:: action_config
+      :value: None
+
 
 
    .. py:attribute:: alert_result
+      :value: None
+
 
 
    .. py:attribute:: action_status
+      :value: None
+
 
 
    .. py:attribute:: action_error
+      :value: None
+
 
 
    .. py:attribute:: action_started_at
+      :value: None
+
 
 
    .. py:attribute:: action_completed_at
+      :value: None
+
 
 
    .. py:attribute:: condition_description
+      :value: None
+
 
 
    .. py:attribute:: action_description
+      :value: None
+
 
 
    .. py:attribute:: alert_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt b/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt
index 07e3826a..6cc1da77 100644
--- a/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt
@@ -37,12 +37,18 @@ Module Contents
 
 
    .. py:attribute:: feature_drifts
+      :value: None
+
 
 
    .. py:attribute:: feature_distributions
+      :value: None
+
 
 
    .. py:attribute:: nested_drifts
+      :value: None
+
 
 
    .. py:attribute:: forecasting_monitor_summary
diff --git a/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt b/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt
index adf610cc..db32cb33 100644
--- a/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: short_explanation
+      :value: None
+
 
 
    .. py:attribute:: long_explanation
+      :value: None
+
 
 
    .. py:attribute:: is_outdated
+      :value: None
+
 
 
    .. py:attribute:: html_explanation
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt b/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt
index 6f36d5c4..bca11222 100644
--- a/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: select_clause
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: source_table
+      :value: None
+
 
 
    .. py:attribute:: original_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt
index 6ac78368..9c8bbea8 100644
--- a/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt
@@ -41,21 +41,33 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: source_table
+      :value: None
+
 
 
    .. py:attribute:: point_in_time_info
diff --git a/docs/_sources/autoapi/abacusai/news_search_result/index.rst.txt b/docs/_sources/autoapi/abacusai/news_search_result/index.rst.txt
index 3365b2fb..c16e1c8d 100644
--- a/docs/_sources/autoapi/abacusai/news_search_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/news_search_result/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_width
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_height
+      :value: None
+
 
 
    .. py:attribute:: favicon_url
+      :value: None
+
 
 
    .. py:attribute:: date_published
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/nlp_chat_response/index.rst.txt b/docs/_sources/autoapi/abacusai/nlp_chat_response/index.rst.txt
index 99e9902f..82613445 100644
--- a/docs/_sources/autoapi/abacusai/nlp_chat_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/nlp_chat_response/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: deployment_conversation_id
+      :value: None
+
 
 
    .. py:attribute:: messages
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt b/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt
index 1a4e34c9..b3148d5a 100644
--- a/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: violation
+      :value: None
+
 
 
    .. py:attribute:: training_null_freq
+      :value: None
+
 
 
    .. py:attribute:: prediction_null_freq
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt
index d376f220..a6048c00 100644
--- a/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: logo
+      :value: None
+
 
 
    .. py:attribute:: theme
+      :value: None
+
 
 
    .. py:attribute:: managed_user_service
+      :value: None
+
 
 
    .. py:attribute:: passwords_disabled
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt
index 61c6a13a..48509bb3 100644
--- a/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: organization_group_id
+      :value: None
+
 
 
    .. py:attribute:: permissions
+      :value: None
+
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: default_group
+      :value: None
+
 
 
    .. py:attribute:: admin
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt
index b89c6677..6b3df02c 100644
--- a/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt
@@ -35,9 +35,13 @@ Module Contents
 
 
    .. py:attribute:: score
+      :value: None
+
 
 
    .. py:attribute:: feature_group_context
+      :value: None
+
 
 
    .. py:attribute:: feature_group
diff --git a/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt
index 0f5167df..1e1ee376 100644
--- a/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: secret_key
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/page_data/index.rst.txt b/docs/_sources/autoapi/abacusai/page_data/index.rst.txt
index 41603a0c..da6af7ec 100644
--- a/docs/_sources/autoapi/abacusai/page_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/page_data/index.rst.txt
@@ -53,42 +53,68 @@ Module Contents
 
 
    .. py:attribute:: doc_id
+      :value: None
+
 
 
    .. py:attribute:: page
+      :value: None
+
 
 
    .. py:attribute:: height
+      :value: None
+
 
 
    .. py:attribute:: width
+      :value: None
+
 
 
    .. py:attribute:: page_count
+      :value: None
+
 
 
    .. py:attribute:: page_text
+      :value: None
+
 
 
    .. py:attribute:: page_token_start_offset
+      :value: None
+
 
 
    .. py:attribute:: token_count
+      :value: None
+
 
 
    .. py:attribute:: tokens
+      :value: None
+
 
 
    .. py:attribute:: extracted_text
+      :value: None
+
 
 
    .. py:attribute:: rotation_angle
+      :value: None
+
 
 
    .. py:attribute:: page_markdown
+      :value: None
+
 
 
    .. py:attribute:: embedded_text
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt
index 5ecd840d..9f17bf52 100644
--- a/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt
@@ -55,30 +55,48 @@ Module Contents
 
 
    .. py:attribute:: pipeline_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: cron
+      :value: None
+
 
 
    .. py:attribute:: next_run_time
+      :value: None
+
 
 
    .. py:attribute:: is_prod
+      :value: None
+
 
 
    .. py:attribute:: warning
+      :value: None
+
 
 
    .. py:attribute:: created_by
+      :value: None
+
 
 
    .. py:attribute:: steps
diff --git a/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt
index e9989403..f43da9e8 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt
@@ -47,33 +47,53 @@ Module Contents
 
 
    .. py:attribute:: pipeline_reference_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: object_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_description_id
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt
index 88de35a6..fbd6de3a 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt
@@ -53,36 +53,58 @@ Module Contents
 
 
    .. py:attribute:: pipeline_step_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: step_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: step_dependencies
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: timeout
+      :value: None
+
 
 
    .. py:attribute:: python_function
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt
index 02c017fc..76e577db 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt
@@ -65,54 +65,88 @@ Module Contents
 
 
    .. py:attribute:: step_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: output_errors
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: function_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: step_dependencies
+      :value: None
+
 
 
    .. py:attribute:: output_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: timeout
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version_references
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt
index f23235d9..8e3dc8ee 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: step_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version
+      :value: None
+
 
 
    .. py:attribute:: logs
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt
index 61f4fba2..18d70274 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt
@@ -51,39 +51,63 @@ Module Contents
 
 
    .. py:attribute:: pipeline_step_version_reference_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_step_version
+      :value: None
+
 
 
    .. py:attribute:: object_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: deployment_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_version
+      :value: None
+
 
 
    .. py:attribute:: notebook_version
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt
index 146f15c6..f1cf4967 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt
@@ -49,27 +49,43 @@ Module Contents
 
 
    .. py:attribute:: pipeline_name
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: completed_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: step_versions
diff --git a/docs/_sources/autoapi/abacusai/playground_text/index.rst.txt b/docs/_sources/autoapi/abacusai/playground_text/index.rst.txt
index 6c2273e4..8feb0f6c 100644
--- a/docs/_sources/autoapi/abacusai/playground_text/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/playground_text/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: playground_text
+      :value: None
+
 
 
    .. py:attribute:: rendering_code
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt
index 1f84564f..28caf20b 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt
@@ -47,33 +47,53 @@ Module Contents
 
 
    .. py:attribute:: history_table_name
+      :value: None
+
 
 
    .. py:attribute:: aggregation_keys
+      :value: None
+
 
 
    .. py:attribute:: timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: historical_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookback_window_seconds
+      :value: None
+
 
 
    .. py:attribute:: lookback_window_lag_seconds
+      :value: None
+
 
 
    .. py:attribute:: lookback_count
+      :value: None
+
 
 
    .. py:attribute:: lookback_until_position
+      :value: None
+
 
 
    .. py:attribute:: expression
+      :value: None
+
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt
index a78e3d97..75286e2a 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: expression
+      :value: None
+
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt
index 4240eef0..041ed3cb 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt
@@ -49,33 +49,53 @@ Module Contents
 
 
    .. py:attribute:: group_name
+      :value: None
+
 
 
    .. py:attribute:: window_key
+      :value: None
+
 
 
    .. py:attribute:: aggregation_keys
+      :value: None
+
 
 
    .. py:attribute:: lookback_window
+      :value: None
+
 
 
    .. py:attribute:: lookback_window_lag
+      :value: None
+
 
 
    .. py:attribute:: lookback_count
+      :value: None
+
 
 
    .. py:attribute:: lookback_until_position
+      :value: None
+
 
 
    .. py:attribute:: history_table_name
+      :value: None
+
 
 
    .. py:attribute:: history_window_key
+      :value: None
+
 
 
    .. py:attribute:: history_aggregation_keys
+      :value: None
+
 
 
    .. py:attribute:: features
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt
index 2b100757..e700fd1c 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: expression
+      :value: None
+
 
 
    .. py:attribute:: pit_operation_type
+      :value: None
+
 
 
    .. py:attribute:: pit_operation_config
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt
index 11074187..1b8408fb 100644
--- a/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt
@@ -1009,7 +1009,7 @@ Module Contents
 
 
 
-   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, deployment_conversation_id = None, arguments = None, keyword_arguments = None, save_conversations = True)
+   .. py:method:: start_autonomous_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, save_conversations = True)
 
       Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.
 
@@ -1017,8 +1017,6 @@ Module Contents
       :type deployment_token: str
       :param deployment_id: A unique string identifier for the deployment created under the project.
       :type deployment_id: str
-      :param deployment_conversation_id: A unique string identifier for the deployment conversation used for the conversation.
-      :type deployment_conversation_id: str
       :param arguments: Positional arguments to the agent execute function.
       :type arguments: list
       :param keyword_arguments: A dictionary where each 'key' represents the parameter name and its corresponding 'value' represents the value of that parameter for the agent execute function.
diff --git a/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt
index ffe77c26..84d370da 100644
--- a/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt
index 714671de..b05bcfe0 100644
--- a/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: dataset_type
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt
index 71e81fd6..d4e31ca4 100644
--- a/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt
@@ -35,9 +35,13 @@ Module Contents
 
 
    .. py:attribute:: feature_group_dataset_ids
+      :value: None
+
 
 
    .. py:attribute:: dataset_id_remap
+      :value: None
+
 
 
    .. py:attribute:: feature_groups
diff --git a/docs/_sources/autoapi/abacusai/prediction_log_record/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_log_record/index.rst.txt
index b5a1a33f..86b8e65b 100644
--- a/docs/_sources/autoapi/abacusai/prediction_log_record/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_log_record/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: request_id
+      :value: None
+
 
 
    .. py:attribute:: query
+      :value: None
+
 
 
    .. py:attribute:: query_time_ms
+      :value: None
+
 
 
    .. py:attribute:: timestamp_ms
+      :value: None
+
 
 
    .. py:attribute:: response
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt
index 0be49a6f..8042af1e 100644
--- a/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt
@@ -59,42 +59,68 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: predict_function_name
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: initialize_function_name
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: feature_group_table_names
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt
index cf6c3559..88b05bb5 100644
--- a/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt
@@ -51,36 +51,58 @@ Module Contents
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_version
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: updated_at
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: feature_group_ids
+      :value: None
+
 
 
    .. py:attribute:: feature_group_versions
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt b/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt
index b81f2577..0c0a323d 100644
--- a/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: required_feature_group_type
+      :value: None
+
 
 
    .. py:attribute:: optional_feature_group_types
+      :value: None
+
 
 
    .. py:attribute:: use_cases_support_custom_algorithm
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/project/index.rst.txt b/docs/_sources/autoapi/abacusai/project/index.rst.txt
index 88e6eaad..c6df81a9 100644
--- a/docs/_sources/autoapi/abacusai/project/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/project_config/index.rst.txt b/docs/_sources/autoapi/abacusai/project_config/index.rst.txt
index 5ee73e45..67c0ce33 100644
--- a/docs/_sources/autoapi/abacusai/project_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_config/index.rst.txt
@@ -31,6 +31,8 @@ Module Contents
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: config
diff --git a/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt
index e45ee59c..c01ae194 100644
--- a/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt
@@ -131,114 +131,188 @@ Module Contents
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: modification_lock
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_group_source_type
+      :value: None
+
 
 
    .. py:attribute:: table_name
+      :value: None
+
 
 
    .. py:attribute:: sql
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: function_source_code
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: source_tables
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: sql_error
+      :value: None
+
 
 
    .. py:attribute:: latest_version_outdated
+      :value: None
+
 
 
    .. py:attribute:: referenced_feature_groups
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: primary_key
+      :value: None
+
 
 
    .. py:attribute:: update_timestamp_key
+      :value: None
+
 
 
    .. py:attribute:: lookup_keys
+      :value: None
+
 
 
    .. py:attribute:: streaming_enabled
+      :value: None
+
 
 
    .. py:attribute:: incremental
+      :value: None
+
 
 
    .. py:attribute:: merge_config
+      :value: None
+
 
 
    .. py:attribute:: sampling_config
+      :value: None
+
 
 
    .. py:attribute:: cpu_size
+      :value: None
+
 
 
    .. py:attribute:: memory
+      :value: None
+
 
 
    .. py:attribute:: streaming_ready
+      :value: None
+
 
 
    .. py:attribute:: feature_tags
+      :value: None
+
 
 
    .. py:attribute:: module_name
+      :value: None
+
 
 
    .. py:attribute:: template_bindings
+      :value: None
+
 
 
    .. py:attribute:: feature_expression
+      :value: None
+
 
 
    .. py:attribute:: use_original_csv_names
+      :value: None
+
 
 
    .. py:attribute:: python_function_bindings
+      :value: None
+
 
 
    .. py:attribute:: python_function_name
+      :value: None
+
 
 
    .. py:attribute:: use_gpu
+      :value: None
+
 
 
    .. py:attribute:: version_limit
+      :value: None
+
 
 
    .. py:attribute:: export_on_materialization
+      :value: None
+
 
 
    .. py:attribute:: feature_group_type
+      :value: None
+
 
 
    .. py:attribute:: features
diff --git a/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt
index ce11a69a..2ea38a33 100644
--- a/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt
@@ -35,6 +35,8 @@ Module Contents
 
 
    .. py:attribute:: nested_schema
+      :value: None
+
 
 
    .. py:attribute:: schema
diff --git a/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt b/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt
index 306b5fb5..154db8fe 100644
--- a/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt
@@ -29,6 +29,8 @@ Module Contents
 
 
    .. py:attribute:: schema_version
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt b/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt
index 1dd27f9d..aff6adf6 100644
--- a/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: valid
+      :value: None
+
 
 
    .. py:attribute:: dataset_errors
+      :value: None
+
 
 
    .. py:attribute:: column_hints
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/python_function/index.rst.txt b/docs/_sources/autoapi/abacusai/python_function/index.rst.txt
index ead38375..fc2048c2 100644
--- a/docs/_sources/autoapi/abacusai/python_function/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/python_function/index.rst.txt
@@ -47,30 +47,48 @@ Module Contents
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: function_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: output_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: function_type
+      :value: None
+
 
 
    .. py:attribute:: package_requirements
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt b/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt
index 09fbe767..0520b9f1 100644
--- a/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt
@@ -47,30 +47,48 @@ Module Contents
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: function_variable_mappings
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: python_function_id
+      :value: None
+
 
 
    .. py:attribute:: function_type
+      :value: None
+
 
 
    .. py:attribute:: plot_name
+      :value: None
+
 
 
    .. py:attribute:: graph_reference_id
+      :value: None
+
 
 
    .. py:attribute:: code_source
diff --git a/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt b/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt
index 4c8e63da..019cf7ec 100644
--- a/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: training_min
+      :value: None
+
 
 
    .. py:attribute:: training_max
+      :value: None
+
 
 
    .. py:attribute:: prediction_min
+      :value: None
+
 
 
    .. py:attribute:: prediction_max
+      :value: None
+
 
 
    .. py:attribute:: freq_above_training_range
+      :value: None
+
 
 
    .. py:attribute:: freq_below_training_range
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt b/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt
index 9cc5423f..39038752 100644
--- a/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: realtime_monitor_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: lookback_time
+      :value: None
+
 
 
    .. py:attribute:: realtime_monitor_schedule
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt b/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt
index 2297ed8f..f7d6ad6f 100644
--- a/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt
@@ -53,39 +53,63 @@ Module Contents
 
 
    .. py:attribute:: refresh_pipeline_run_id
+      :value: None
+
 
 
    .. py:attribute:: refresh_policy_id
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: started_at
+      :value: None
+
 
 
    .. py:attribute:: completed_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: refresh_type
+      :value: None
+
 
 
    .. py:attribute:: dataset_versions
+      :value: None
+
 
 
    .. py:attribute:: feature_group_version
+      :value: None
+
 
 
    .. py:attribute:: model_versions
+      :value: None
+
 
 
    .. py:attribute:: deployment_versions
+      :value: None
+
 
 
    .. py:attribute:: batch_predictions
+      :value: None
+
 
 
    .. py:attribute:: refresh_policy
diff --git a/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt b/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt
index 96d8d4c5..0e6f61c0 100644
--- a/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt
@@ -63,54 +63,88 @@ Module Contents
 
 
    .. py:attribute:: refresh_policy_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: cron
+      :value: None
+
 
 
    .. py:attribute:: next_run_time
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: refresh_type
+      :value: None
+
 
 
    .. py:attribute:: project_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_ids
+      :value: None
+
 
 
    .. py:attribute:: feature_group_id
+      :value: None
+
 
 
    .. py:attribute:: model_ids
+      :value: None
+
 
 
    .. py:attribute:: deployment_ids
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_ids
+      :value: None
+
 
 
    .. py:attribute:: model_monitor_ids
+      :value: None
+
 
 
    .. py:attribute:: notebook_id
+      :value: None
+
 
 
    .. py:attribute:: paused
+      :value: None
+
 
 
    .. py:attribute:: prediction_operator_id
+      :value: None
+
 
 
    .. py:attribute:: pipeline_id
+      :value: None
+
 
 
    .. py:attribute:: feature_group_export_config
diff --git a/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt b/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt
index ffe02147..acc4ac83 100644
--- a/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: refresh_policy_id
+      :value: None
+
 
 
    .. py:attribute:: next_run_time
+      :value: None
+
 
 
    .. py:attribute:: cron
+      :value: None
+
 
 
    .. py:attribute:: refresh_type
+      :value: None
+
 
 
    .. py:attribute:: error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/regenerate_llm_external_application/index.rst.txt b/docs/_sources/autoapi/abacusai/regenerate_llm_external_application/index.rst.txt
index 8cee2d85..8b7e47f8 100644
--- a/docs/_sources/autoapi/abacusai/regenerate_llm_external_application/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/regenerate_llm_external_application/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: external_application_id
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt b/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt
index 6026e9f7..a808cb81 100644
--- a/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: feature_group_template_id
+      :value: None
+
 
 
    .. py:attribute:: resolved_variables
+      :value: None
+
 
 
    .. py:attribute:: resolved_sql
+      :value: None
+
 
 
    .. py:attribute:: template_sql
+      :value: None
+
 
 
    .. py:attribute:: sql_error
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/routing_action/index.rst.txt b/docs/_sources/autoapi/abacusai/routing_action/index.rst.txt
index 870ad168..d45421c0 100644
--- a/docs/_sources/autoapi/abacusai/routing_action/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/routing_action/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: id
+      :value: None
+
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: prompt
+      :value: None
+
 
 
    .. py:attribute:: placeholder
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: display_name
+      :value: None
+
 
 
    .. py:attribute:: is_large
+      :value: None
+
 
 
    .. py:attribute:: is_medium
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/schema/index.rst.txt b/docs/_sources/autoapi/abacusai/schema/index.rst.txt
index ca8422fb..d4188258 100644
--- a/docs/_sources/autoapi/abacusai/schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/schema/index.rst.txt
@@ -45,24 +45,38 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_mapping
+      :value: None
+
 
 
    .. py:attribute:: feature_type
+      :value: None
+
 
 
    .. py:attribute:: detected_feature_type
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: detected_data_type
+      :value: None
+
 
 
    .. py:attribute:: nested_features
diff --git a/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt
index 26a716b2..2dbe2ae2 100644
--- a/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: streaming_token
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt
index 11bbad36..62f5aa60 100644
--- a/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: streaming_connector_id
+      :value: None
+
 
 
    .. py:attribute:: service
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: auth
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt
index 3d1d511a..7d3160c2 100644
--- a/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: count
+      :value: None
+
 
 
    .. py:attribute:: start_ts_ms
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt
index 59633419..4e562eda 100644
--- a/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: python
+      :value: None
+
 
 
    .. py:attribute:: curl
+      :value: None
+
 
 
    .. py:attribute:: console
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/template_node_details/index.rst.txt b/docs/_sources/autoapi/abacusai/template_node_details/index.rst.txt
index b8fc4918..89610f1a 100644
--- a/docs/_sources/autoapi/abacusai/template_node_details/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/template_node_details/index.rst.txt
@@ -31,6 +31,8 @@ Module Contents
 
 
    .. py:attribute:: notebook_code
+      :value: None
+
 
 
    .. py:attribute:: workflow_graph_node
diff --git a/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt b/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt
index 7839b4dc..2aa8ad6e 100644
--- a/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: count
+      :value: None
+
 
 
    .. py:attribute:: columns
+      :value: None
+
 
 
    .. py:attribute:: data
+      :value: None
+
 
 
    .. py:attribute:: metrics_columns
+      :value: None
+
 
 
    .. py:attribute:: summarized_metrics
+      :value: None
+
 
 
    .. py:attribute:: error_description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/tone_details/index.rst.txt b/docs/_sources/autoapi/abacusai/tone_details/index.rst.txt
index 5fca4163..c28b9f0e 100644
--- a/docs/_sources/autoapi/abacusai/tone_details/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/tone_details/index.rst.txt
@@ -43,27 +43,43 @@ Module Contents
 
 
    .. py:attribute:: voice_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: gender
+      :value: None
+
 
 
    .. py:attribute:: language
+      :value: None
+
 
 
    .. py:attribute:: age
+      :value: None
+
 
 
    .. py:attribute:: accent
+      :value: None
+
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt b/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt
index 22f959c1..6f9a6463 100644
--- a/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt
@@ -49,36 +49,58 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: data_type
+      :value: None
+
 
 
    .. py:attribute:: value_type
+      :value: None
+
 
 
    .. py:attribute:: value_options
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: default
+      :value: None
+
 
 
    .. py:attribute:: options
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: last_model_value
+      :value: None
+
 
 
    .. py:attribute:: needs_refresh
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/twitter_search_result/index.rst.txt b/docs/_sources/autoapi/abacusai/twitter_search_result/index.rst.txt
index b455d60b..fed1dbc9 100644
--- a/docs/_sources/autoapi/abacusai/twitter_search_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/twitter_search_result/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: twitter_name
+      :value: None
+
 
 
    .. py:attribute:: twitter_handle
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_width
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_height
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/upload/index.rst.txt b/docs/_sources/autoapi/abacusai/upload/index.rst.txt
index 058c4a28..b635332b 100644
--- a/docs/_sources/autoapi/abacusai/upload/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/upload/index.rst.txt
@@ -47,33 +47,53 @@ Module Contents
 
 
    .. py:attribute:: upload_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_upload_id
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: dataset_id
+      :value: None
+
 
 
    .. py:attribute:: dataset_version
+      :value: None
+
 
 
    .. py:attribute:: model_id
+      :value: None
+
 
 
    .. py:attribute:: model_version
+      :value: None
+
 
 
    .. py:attribute:: batch_prediction_id
+      :value: None
+
 
 
    .. py:attribute:: parts
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt b/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt
index 9feb57d8..44d8ddd6 100644
--- a/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: etag
+      :value: None
+
 
 
    .. py:attribute:: md5
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/use_case/index.rst.txt b/docs/_sources/autoapi/abacusai/use_case/index.rst.txt
index 2ae35851..761496a4 100644
--- a/docs/_sources/autoapi/abacusai/use_case/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/use_case/index.rst.txt
@@ -35,15 +35,23 @@ Module Contents
 
 
    .. py:attribute:: use_case
+      :value: None
+
 
 
    .. py:attribute:: pretty_name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: problem_type
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt b/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt
index bec79e64..92b6c898 100644
--- a/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: dataset_type
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: required
+      :value: None
+
 
 
    .. py:attribute:: multi
+      :value: None
+
 
 
    .. py:attribute:: allowed_feature_mappings
+      :value: None
+
 
 
    .. py:attribute:: allowed_nested_feature_mappings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/user/index.rst.txt b/docs/_sources/autoapi/abacusai/user/index.rst.txt
index 326b353e..d07e99ff 100644
--- a/docs/_sources/autoapi/abacusai/user/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/user/index.rst.txt
@@ -37,15 +37,23 @@ Module Contents
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: email
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: status
+      :value: None
+
 
 
    .. py:attribute:: organization_groups
diff --git a/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt b/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt
index b1c2a7a3..e370ed49 100644
--- a/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt
@@ -33,12 +33,18 @@ Module Contents
 
 
    .. py:attribute:: type
+      :value: None
+
 
 
    .. py:attribute:: value
+      :value: None
+
 
 
    .. py:attribute:: traceback
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/video_gen_settings/index.rst.txt b/docs/_sources/autoapi/abacusai/video_gen_settings/index.rst.txt
index 97e09c0e..70d3a2d4 100644
--- a/docs/_sources/autoapi/abacusai/video_gen_settings/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/video_gen_settings/index.rst.txt
@@ -31,9 +31,13 @@ Module Contents
 
 
    .. py:attribute:: model
+      :value: None
+
 
 
    .. py:attribute:: settings
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/video_search_result/index.rst.txt b/docs/_sources/autoapi/abacusai/video_search_result/index.rst.txt
index a41ef2fe..4b86db41 100644
--- a/docs/_sources/autoapi/abacusai/video_search_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/video_search_result/index.rst.txt
@@ -37,18 +37,28 @@ Module Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: motion_thumbnail_url
+      :value: None
+
 
 
    .. py:attribute:: embed_url
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt b/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt
index b0d41495..ecda45a1 100644
--- a/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt
@@ -41,24 +41,38 @@ Module Contents
 
 
    .. py:attribute:: title
+      :value: None
+
 
 
    .. py:attribute:: url
+      :value: None
+
 
 
    .. py:attribute:: snippet
+      :value: None
+
 
 
    .. py:attribute:: news
+      :value: None
+
 
 
    .. py:attribute:: place
+      :value: None
+
 
 
    .. py:attribute:: entity
+      :value: None
+
 
 
    .. py:attribute:: content
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/webhook/index.rst.txt b/docs/_sources/autoapi/abacusai/webhook/index.rst.txt
index 4b5e9e5b..0b1a08da 100644
--- a/docs/_sources/autoapi/abacusai/webhook/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/webhook/index.rst.txt
@@ -39,21 +39,33 @@ Module Contents
 
 
    .. py:attribute:: webhook_id
+      :value: None
+
 
 
    .. py:attribute:: deployment_id
+      :value: None
+
 
 
    .. py:attribute:: endpoint
+      :value: None
+
 
 
    .. py:attribute:: webhook_event_type
+      :value: None
+
 
 
    .. py:attribute:: payload_template
+      :value: None
+
 
 
    .. py:attribute:: created_at
+      :value: None
+
 
 
    .. py:attribute:: deprecated_keys
diff --git a/docs/_sources/autoapi/abacusai/workflow_node_template/index.rst.txt b/docs/_sources/autoapi/abacusai/workflow_node_template/index.rst.txt
index 7bdd5460..175c3cae 100644
--- a/docs/_sources/autoapi/abacusai/workflow_node_template/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/workflow_node_template/index.rst.txt
@@ -49,27 +49,43 @@ Module Contents
 
 
    .. py:attribute:: workflow_node_template_id
+      :value: None
+
 
 
    .. py:attribute:: name
+      :value: None
+
 
 
    .. py:attribute:: function_name
+      :value: None
+
 
 
    .. py:attribute:: source_code
+      :value: None
+
 
 
    .. py:attribute:: description
+      :value: None
+
 
 
    .. py:attribute:: package_requirements
+      :value: None
+
 
 
    .. py:attribute:: tags
+      :value: None
+
 
 
    .. py:attribute:: additional_configs
+      :value: None
+
 
 
    .. py:attribute:: inputs
diff --git a/docs/autoapi/abacusai/abacus_api/index.html b/docs/autoapi/abacusai/abacus_api/index.html
index c9d810dd..3decfd06 100644
--- a/docs/autoapi/abacusai/abacus_api/index.html
+++ b/docs/autoapi/abacusai/abacus_api/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.abacus_api.AbacusApi.method">
-<span class="sig-name descname"><span class="pre">method</span></span><a class="headerlink" href="#abacusai.abacus_api.AbacusApi.method" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">method</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.abacus_api.AbacusApi.method" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.abacus_api.AbacusApi.docstring">
-<span class="sig-name descname"><span class="pre">docstring</span></span><a class="headerlink" href="#abacusai.abacus_api.AbacusApi.docstring" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">docstring</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.abacus_api.AbacusApi.docstring" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.abacus_api.AbacusApi.score">
-<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#abacusai.abacus_api.AbacusApi.score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.abacus_api.AbacusApi.score" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/address/index.html b/docs/autoapi/abacusai/address/index.html
index 3146c369..b453f27d 100644
--- a/docs/autoapi/abacusai/address/index.html
+++ b/docs/autoapi/abacusai/address/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.address.Address.address_line_1">
-<span class="sig-name descname"><span class="pre">address_line_1</span></span><a class="headerlink" href="#abacusai.address.Address.address_line_1" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">address_line_1</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.address.Address.address_line_1" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.address.Address.address_line_2">
-<span class="sig-name descname"><span class="pre">address_line_2</span></span><a class="headerlink" href="#abacusai.address.Address.address_line_2" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">address_line_2</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.address.Address.address_line_2" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.address.Address.city">
-<span class="sig-name descname"><span class="pre">city</span></span><a class="headerlink" href="#abacusai.address.Address.city" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">city</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.address.Address.city" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.address.Address.state_or_province">
-<span class="sig-name descname"><span class="pre">state_or_province</span></span><a class="headerlink" href="#abacusai.address.Address.state_or_province" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">state_or_province</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.address.Address.state_or_province" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.address.Address.postal_code">
-<span class="sig-name descname"><span class="pre">postal_code</span></span><a class="headerlink" href="#abacusai.address.Address.postal_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">postal_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.address.Address.postal_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.address.Address.country">
-<span class="sig-name descname"><span class="pre">country</span></span><a class="headerlink" href="#abacusai.address.Address.country" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">country</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.address.Address.country" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.address.Address.additional_info">
-<span class="sig-name descname"><span class="pre">additional_info</span></span><a class="headerlink" href="#abacusai.address.Address.additional_info" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.address.Address.additional_info" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/agent/index.html b/docs/autoapi/abacusai/agent/index.html
index 98d0939c..e0454000 100644
--- a/docs/autoapi/abacusai/agent/index.html
+++ b/docs/autoapi/abacusai/agent/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -357,57 +358,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.agent.Agent.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.agent_id">
-<span class="sig-name descname"><span class="pre">agent_id</span></span><a class="headerlink" href="#abacusai.agent.Agent.agent_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.agent_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.agent.Agent.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.agent.Agent.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.agent.Agent.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.predict_function_name">
-<span class="sig-name descname"><span class="pre">predict_function_name</span></span><a class="headerlink" href="#abacusai.agent.Agent.predict_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.predict_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.agent.Agent.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.agent_config">
-<span class="sig-name descname"><span class="pre">agent_config</span></span><a class="headerlink" href="#abacusai.agent.Agent.agent_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.agent_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.agent.Agent.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.training_required">
-<span class="sig-name descname"><span class="pre">training_required</span></span><a class="headerlink" href="#abacusai.agent.Agent.training_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.training_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent.Agent.agent_execution_config">
-<span class="sig-name descname"><span class="pre">agent_execution_config</span></span><a class="headerlink" href="#abacusai.agent.Agent.agent_execution_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_execution_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent.Agent.agent_execution_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/agent_chat_message/index.html b/docs/autoapi/abacusai/agent_chat_message/index.html
index 7f53e832..c64bbf6b 100644
--- a/docs/autoapi/abacusai/agent_chat_message/index.html
+++ b/docs/autoapi/abacusai/agent_chat_message/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.role">
-<span class="sig-name descname"><span class="pre">role</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.role" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">role</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.role" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.text">
-<span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.doc_ids">
-<span class="sig-name descname"><span class="pre">doc_ids</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.doc_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.doc_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.keyword_arguments">
-<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.keyword_arguments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.keyword_arguments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.segments">
-<span class="sig-name descname"><span class="pre">segments</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.segments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">segments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.segments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.streamed_data">
-<span class="sig-name descname"><span class="pre">streamed_data</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.streamed_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.streamed_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.streamed_section_data">
-<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.streamed_section_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.streamed_section_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_chat_message.AgentChatMessage.agent_workflow_node_id">
-<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.agent_workflow_node_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_chat_message.AgentChatMessage.agent_workflow_node_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/agent_conversation/index.html b/docs/autoapi/abacusai/agent_conversation/index.html
index 6ef1e417..5fdd77bc 100644
--- a/docs/autoapi/abacusai/agent_conversation/index.html
+++ b/docs/autoapi/abacusai/agent_conversation/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/agent_data_document_info/index.html b/docs/autoapi/abacusai/agent_data_document_info/index.html
index 0dcd43fe..25f38adb 100644
--- a/docs/autoapi/abacusai/agent_data_document_info/index.html
+++ b/docs/autoapi/abacusai/agent_data_document_info/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_data_document_info.AgentDataDocumentInfo.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_data_document_info.AgentDataDocumentInfo.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.filename" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.filename" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_data_document_info.AgentDataDocumentInfo.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.mime_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.mime_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_data_document_info.AgentDataDocumentInfo.size">
-<span class="sig-name descname"><span class="pre">size</span></span><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo.page_count" title="Link to this definition"></a></dt>
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--- a/docs/autoapi/abacusai/agent_data_execution_result/index.html
+++ b/docs/autoapi/abacusai/agent_data_execution_result/index.html
@@ -79,6 +79,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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-<span class="sig-name descname"><span class="pre">response</span></span><a class="headerlink" href="#abacusai.agent_data_execution_result.AgentDataExecutionResult.response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_data_execution_result.AgentDataExecutionResult.response" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_data_execution_result.AgentDataExecutionResult.deployment_conversation_id" title="Link to this definition"></a></dt>
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index 5361a7fa..abe1e220 100644
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+++ b/docs/autoapi/abacusai/agent_version/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">agent_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.agent_version" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion.status">
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">agent_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.agent_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion.agent_config">
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+<span class="sig-name descname"><span class="pre">agent_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.agent_config" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion.publishing_started_at">
-<span class="sig-name descname"><span class="pre">publishing_started_at</span></span><a class="headerlink" href="#abacusai.agent_version.AgentVersion.publishing_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">publishing_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.publishing_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion.publishing_completed_at">
-<span class="sig-name descname"><span class="pre">publishing_completed_at</span></span><a class="headerlink" href="#abacusai.agent_version.AgentVersion.publishing_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">publishing_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.publishing_completed_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion.pending_deployment_ids">
-<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><a class="headerlink" href="#abacusai.agent_version.AgentVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion.failed_deployment_ids">
-<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><a class="headerlink" href="#abacusai.agent_version.AgentVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.agent_version.AgentVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.error" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">agent_execution_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.agent_version.AgentVersion.agent_execution_config" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/ai_building_task/index.html b/docs/autoapi/abacusai/ai_building_task/index.html
index 33076f90..6081591a 100644
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+++ b/docs/autoapi/abacusai/ai_building_task/index.html
@@ -79,6 +79,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ai_building_task.AiBuildingTask.task" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">task_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ai_building_task.AiBuildingTask.task_type" title="Link to this definition"></a></dt>
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index b13534a2..6eaf2c98 100644
--- a/docs/autoapi/abacusai/algorithm/index.html
+++ b/docs/autoapi/abacusai/algorithm/index.html
@@ -79,6 +79,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -358,77 +359,77 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.algorithm.Algorithm.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.problem_type" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.algorithm.Algorithm.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.updated_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">is_default_enabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.is_default_enabled" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">training_input_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.training_input_mappings" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">train_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.train_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.predict_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">predict_many_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.predict_many_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.initialize_function_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.algorithm.Algorithm.config_options">
-<span class="sig-name descname"><span class="pre">config_options</span></span><a class="headerlink" href="#abacusai.algorithm.Algorithm.config_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.config_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.algorithm.Algorithm.algorithm_id">
-<span class="sig-name descname"><span class="pre">algorithm_id</span></span><a class="headerlink" href="#abacusai.algorithm.Algorithm.algorithm_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.algorithm_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.algorithm.Algorithm.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.algorithm.Algorithm.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.algorithm.Algorithm.algorithm_training_config">
-<span class="sig-name descname"><span class="pre">algorithm_training_config</span></span><a class="headerlink" href="#abacusai.algorithm.Algorithm.algorithm_training_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm_training_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.algorithm_training_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.algorithm.Algorithm.only_offline_deployable">
-<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><a class="headerlink" href="#abacusai.algorithm.Algorithm.only_offline_deployable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.algorithm.Algorithm.only_offline_deployable" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/annotation/index.html b/docs/autoapi/abacusai/annotation/index.html
index f29318c1..3e3252a0 100644
--- a/docs/autoapi/abacusai/annotation/index.html
+++ b/docs/autoapi/abacusai/annotation/index.html
@@ -79,6 +79,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.annotation.Annotation.annotation_type">
-<span class="sig-name descname"><span class="pre">annotation_type</span></span><a class="headerlink" href="#abacusai.annotation.Annotation.annotation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">annotation_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation.Annotation.annotation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotation.Annotation.annotation_value">
-<span class="sig-name descname"><span class="pre">annotation_value</span></span><a class="headerlink" href="#abacusai.annotation.Annotation.annotation_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">annotation_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation.Annotation.annotation_value" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotation.Annotation.comments">
-<span class="sig-name descname"><span class="pre">comments</span></span><a class="headerlink" href="#abacusai.annotation.Annotation.comments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">comments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation.Annotation.comments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">metadata</span></span><a class="headerlink" href="#abacusai.annotation.Annotation.metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation.Annotation.metadata" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/annotation_config/index.html b/docs/autoapi/abacusai/annotation_config/index.html
index d525ceb4..6970cdda 100644
--- a/docs/autoapi/abacusai/annotation_config/index.html
+++ b/docs/autoapi/abacusai/annotation_config/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">feature_annotation_configs</span></span><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.feature_annotation_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_annotation_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.feature_annotation_configs" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.labels" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">labels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.labels" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">status_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.status_feature" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.annotation_config.AnnotationConfig.comments_features">
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+<span class="sig-name descname"><span class="pre">comments_features</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.comments_features" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">metadata_feature</span></span><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.metadata_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig.metadata_feature" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/annotation_document/index.html b/docs/autoapi/abacusai/annotation_document/index.html
index a8adb58b..376f9d3e 100644
--- a/docs/autoapi/abacusai/annotation_document/index.html
+++ b/docs/autoapi/abacusai/annotation_document/index.html
@@ -79,6 +79,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.doc_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.feature_group_row_identifier" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.feature_group_row_identifier" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">feature_group_row_index</span></span><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.feature_group_row_index" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_index</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.feature_group_row_index" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">total_rows</span></span><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.total_rows" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_rows</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.total_rows" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">is_annotation_present</span></span><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.is_annotation_present" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_annotation_present</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument.is_annotation_present" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/annotation_entry/index.html b/docs/autoapi/abacusai/annotation_entry/index.html
index 8ad51673..c52b703d 100644
--- a/docs/autoapi/abacusai/annotation_entry/index.html
+++ b/docs/autoapi/abacusai/annotation_entry/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -352,47 +353,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.feature_group_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">feature_name</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.feature_name" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.doc_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.feature_group_row_identifier" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.feature_group_row_identifier" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.updated_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">annotation_entry_marker</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.annotation_entry_marker" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">annotation_entry_marker</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.annotation_entry_marker" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotation_entry.AnnotationEntry.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotation_entry.AnnotationEntry.locked_until">
-<span class="sig-name descname"><span class="pre">locked_until</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.locked_until" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">locked_until</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.locked_until" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotation_entry.AnnotationEntry.verification_info">
-<span class="sig-name descname"><span class="pre">verification_info</span></span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.verification_info" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verification_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry.verification_info" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/annotations_status/index.html b/docs/autoapi/abacusai/annotations_status/index.html
index b3365653..3d20dbcc 100644
--- a/docs/autoapi/abacusai/annotations_status/index.html
+++ b/docs/autoapi/abacusai/annotations_status/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,32 +350,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationsStatus.total">
-<span class="sig-name descname"><span class="pre">total</span></span><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.total" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.total" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationsStatus.done">
-<span class="sig-name descname"><span class="pre">done</span></span><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.done" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">done</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.done" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationsStatus.in_progress">
-<span class="sig-name descname"><span class="pre">in_progress</span></span><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.in_progress" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">in_progress</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.in_progress" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationsStatus.todo">
-<span class="sig-name descname"><span class="pre">todo</span></span><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.todo" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">todo</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.todo" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationsStatus.latest_updated_at">
-<span class="sig-name descname"><span class="pre">latest_updated_at</span></span><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.latest_updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latest_updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.latest_updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationsStatus.is_materialization_needed">
-<span class="sig-name descname"><span class="pre">is_materialization_needed</span></span><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.is_materialization_needed" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_materialization_needed</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus.is_materialization_needed" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/api_class/abstract/index.html b/docs/autoapi/abacusai/api_class/abstract/index.html
index 3174c040..ba419521 100644
--- a/docs/autoapi/abacusai/api_class/abstract/index.html
+++ b/docs/autoapi/abacusai/api_class/abstract/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -468,12 +469,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.abstract.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.abstract.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.abstract.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.abstract.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.abstract.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.abstract.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
diff --git a/docs/autoapi/abacusai/api_class/ai_agents/index.html b/docs/autoapi/abacusai/api_class/ai_agents/index.html
index 3b2e5150..37e56667 100644
--- a/docs/autoapi/abacusai/api_class/ai_agents/index.html
+++ b/docs/autoapi/abacusai/api_class/ai_agents/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -342,25 +343,28 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema" title="abacusai.api_class.ai_agents.WorkflowNodeOutputSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputSchema</span></code></a></p></td>
 <td><p>A schema conformant to react-jsonschema-form for a workflow node output.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.TriggerConfig" title="abacusai.api_class.ai_agents.TriggerConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TriggerConfig</span></code></a></p></td>
+<td><p>Represents the configuration for a trigger workflow node.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
 <td><p>Represents a node in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
 <td><p>Represents an edge in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
 <td><p>Represents an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.AgentConversationMessage" title="abacusai.api_class.ai_agents.AgentConversationMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentConversationMessage</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.AgentConversationMessage" title="abacusai.api_class.ai_agents.AgentConversationMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentConversationMessage</span></code></a></p></td>
 <td><p>Message format for agent conversation</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig" title="abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig" title="abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateConfig</span></code></a></p></td>
 <td><p>Represents a WorkflowNode template config.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateInput" title="abacusai.api_class.ai_agents.WorkflowNodeTemplateInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateInput</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateInput" title="abacusai.api_class.ai_agents.WorkflowNodeTemplateInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateInput</span></code></a></p></td>
 <td><p>Represents an input to the workflow node generated using template.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateOutput" title="abacusai.api_class.ai_agents.WorkflowNodeTemplateOutput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateOutput</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateOutput" title="abacusai.api_class.ai_agents.WorkflowNodeTemplateOutput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateOutput</span></code></a></p></td>
 <td><p>Represents an output returned by the workflow node generated using template.</p></td>
 </tr>
 </tbody>
@@ -405,12 +409,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.FieldDescriptor.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.FieldDescriptor.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.FieldDescriptor.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.FieldDescriptor.example_extraction">
-<span class="sig-name descname"><span class="pre">example_extraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.FieldDescriptor.example_extraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">example_extraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.FieldDescriptor.example_extraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -454,7 +458,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The name of the input variable of the node function.</p></li>
-<li><p><strong>variable_type</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.WorkflowNodeInputType" title="abacusai.api_class.enums.WorkflowNodeInputType"><em>WorkflowNodeInputType</em></a>) – The type of the input.</p></li>
+<li><p><strong>variable_type</strong> (<em>Union</em><em>[</em><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.WorkflowNodeInputType" title="abacusai.api_class.enums.WorkflowNodeInputType"><em>WorkflowNodeInputType</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em>) – The type of the input. If the type is <cite>IGNORE</cite>, the input will be ignored.</p></li>
 <li><p><strong>variable_source</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The name of the node this variable is sourced from.
 If the type is <cite>WORKFLOW_VARIABLE</cite>, the value given by the source node will be directly used.
 If the type is <cite>USER_INPUT</cite>, the value given by the source node will be used as the default initial value before the user edits it.
@@ -475,22 +479,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputMapping.variable_source">
-<span class="sig-name descname"><span class="pre">variable_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.variable_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.variable_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputMapping.source_prop">
-<span class="sig-name descname"><span class="pre">source_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.source_prop" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.source_prop" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputMapping.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputMapping.default_value">
-<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.default_value" title="Link to this definition"></a></dt>
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputMapping.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.__post_init__" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -539,17 +543,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputSchema.schema_source">
-<span class="sig-name descname"><span class="pre">schema_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.schema_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.schema_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputSchema.schema_prop">
-<span class="sig-name descname"><span class="pre">schema_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.schema_prop" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.schema_prop" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeInputSchema.runtime_schema">
-<span class="sig-name descname"><span class="pre">runtime_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.runtime_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">runtime_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.runtime_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -669,9 +673,44 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.TriggerConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.ai_agents.</span></span><span class="sig-name descname"><span class="pre">TriggerConfig</span></span><a class="headerlink" href="#abacusai.api_class.ai_agents.TriggerConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="../abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>Represents the configuration for a trigger workflow node.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>sleep_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – The time in seconds to wait before the node gets executed again.</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.TriggerConfig.sleep_time">
+<span class="sig-name descname"><span class="pre">sleep_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.TriggerConfig.sleep_time" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.TriggerConfig.to_dict">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.TriggerConfig.to_dict" title="Link to this definition"></a></dt>
+<dd><p>Standardizes converting an ApiClass to dictionary.
+Keys of response dictionary are converted to camel case.
+This also validates the fields ( type, value, etc ) received in the dictionary.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.TriggerConfig.from_dict">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">configs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.TriggerConfig.from_dict" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraphNode">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.ai_agents.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraphNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.ai_agents.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraphNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trigger_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
 <p>Represents a node in an Agent workflow graph.</p>
 <dl class="field-list simple">
@@ -686,22 +725,29 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>)</p></li>
 <li><p><strong>source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>)</p></li>
 <li><p><strong>template_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p></li>
+<li><p><strong>trigger_config</strong> (<a class="reference internal" href="#abacusai.api_class.ai_agents.TriggerConfig" title="abacusai.api_class.ai_agents.TriggerConfig"><em>TriggerConfig</em></a>)</p></li>
 </ul>
 </dd>
 </dl>
 <dl class="simple">
 <dt>Additional Attributes:</dt><dd><p>function_name (str): The name of the function.
-source_code (str): The source code of the function.</p>
+source_code (str): The source code of the function.
+trigger_config (TriggerConfig): The configuration for a trigger workflow node.</p>
 </dd>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraphNode.template_metadata">
-<span class="sig-name descname"><span class="pre">template_metadata</span></span><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraphNode.template_metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraphNode.template_metadata" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraphNode.trigger_config">
+<span class="sig-name descname"><span class="pre">trigger_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraphNode.trigger_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraphNode._raw_init">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_raw_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraphNode._raw_init" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_raw_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trigger_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraphNode._raw_init" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -714,6 +760,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>input_schema</strong> (<a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema" title="abacusai.api_class.ai_agents.WorkflowNodeInputSchema"><em>WorkflowNodeInputSchema</em></a>)</p></li>
 <li><p><strong>output_schema</strong> (<a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema" title="abacusai.api_class.ai_agents.WorkflowNodeOutputSchema"><em>WorkflowNodeOutputSchema</em></a>)</p></li>
 <li><p><strong>template_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p></li>
+<li><p><strong>trigger_config</strong> (<a class="reference internal" href="#abacusai.api_class.ai_agents.TriggerConfig" title="abacusai.api_class.ai_agents.TriggerConfig"><em>TriggerConfig</em></a>)</p></li>
 </ul>
 </dd>
 </dl>
@@ -847,22 +894,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.edges" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.edges" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraph.primary_start_node">
-<span class="sig-name descname"><span class="pre">primary_start_node</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.primary_start_node" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_start_node</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.primary_start_node" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowGraph.common_source_code">
-<span class="sig-name descname"><span class="pre">common_source_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.common_source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">common_source_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowGraph.common_source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -901,17 +948,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.AgentConversationMessage.is_user">
-<span class="sig-name descname"><span class="pre">is_user</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.AgentConversationMessage.is_user" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_user</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.AgentConversationMessage.is_user" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.AgentConversationMessage.text">
-<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.AgentConversationMessage.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.AgentConversationMessage.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.AgentConversationMessage.document_contents">
-<span class="sig-name descname"><span class="pre">document_contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.AgentConversationMessage.document_contents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.AgentConversationMessage.document_contents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -946,17 +993,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.default_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.default_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1000,12 +1047,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateInput.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.WorkflowNodeTemplateInput.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateInput.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateInput.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1054,7 +1101,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateOutput.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#abacusai.api_class.ai_agents.WorkflowNodeTemplateOutput.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/api_class/ai_chat/index.html b/docs/autoapi/abacusai/api_class/ai_chat/index.html
index 9ea882a3..4fe67200 100644
--- a/docs/autoapi/abacusai/api_class/ai_chat/index.html
+++ b/docs/autoapi/abacusai/api_class/ai_chat/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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 <dt class="sig sig-object py" id="abacusai.api_class.ai_chat.HotkeyPrompt.title">
-<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_chat.HotkeyPrompt.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_chat.HotkeyPrompt.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_chat.HotkeyPrompt.disable_problem_type_context">
-<span class="sig-name descname"><span class="pre">disable_problem_type_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_chat.HotkeyPrompt.disable_problem_type_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_problem_type_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.ai_chat.HotkeyPrompt.disable_problem_type_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.ai_chat.HotkeyPrompt.ignore_history">
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+<span class="sig-name descname"><span class="pre">ignore_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ai_chat.HotkeyPrompt.ignore_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/api_class/batch_prediction/index.html b/docs/autoapi/abacusai/api_class/batch_prediction/index.html
index bfb4a24f..cd96c662 100644
--- a/docs/autoapi/abacusai/api_class/batch_prediction/index.html
+++ b/docs/autoapi/abacusai/api_class/batch_prediction/index.html
@@ -82,6 +82,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -372,7 +373,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for Batch Prediction args specific to problem type.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.BatchPredictionArgs._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -382,7 +383,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.BatchPredictionArgs.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -413,42 +414,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.predictions_start_date">
-<span class="sig-name descname"><span class="pre">predictions_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.predictions_start_date" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predictions_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.predictions_start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.use_prediction_offset">
-<span class="sig-name descname"><span class="pre">use_prediction_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.use_prediction_offset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_prediction_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.use_prediction_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.start_date_offset">
-<span class="sig-name descname"><span class="pre">start_date_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.start_date_offset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_date_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.start_date_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.forecasting_horizon">
-<span class="sig-name descname"><span class="pre">forecasting_horizon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.forecasting_horizon" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecasting_horizon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.forecasting_horizon" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">
-<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.create_monitor">
-<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -470,7 +471,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -497,22 +498,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.number_of_items">
-<span class="sig-name descname"><span class="pre">number_of_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.number_of_items" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.number_of_items" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">
-<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.score_field">
-<span class="sig-name descname"><span class="pre">score_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.score_field" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.score_field" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -547,62 +548,62 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ExplainerType" title="abacusai.api_class.enums.ExplainerType"><span class="pre">abacusai.api_class.enums.ExplainerType</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ExplainerType" title="abacusai.api_class.enums.ExplainerType"><span class="pre">abacusai.api_class.enums.ExplainerType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">
-<span class="sig-name descname"><span class="pre">number_of_samples_to_use_for_explainer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_samples_to_use_for_explainer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">
-<span class="sig-name descname"><span class="pre">include_multi_class_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_multi_class_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">
-<span class="sig-name descname"><span class="pre">features_considered_constant_for_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">features_considered_constant_for_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">
-<span class="sig-name descname"><span class="pre">importance_of_records_in_nested_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">importance_of_records_in_nested_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">
-<span class="sig-name descname"><span class="pre">explanation_filter_lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">
-<span class="sig-name descname"><span class="pre">explanation_filter_upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_label">
-<span class="sig-name descname"><span class="pre">explanation_filter_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_label" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_label" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.output_columns">
-<span class="sig-name descname"><span class="pre">output_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.output_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.output_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.create_monitor">
-<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -628,17 +629,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">
-<span class="sig-name descname"><span class="pre">files_output_location_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.files_output_location_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">files_output_location_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.files_output_location_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">
-<span class="sig-name descname"><span class="pre">channel_id_to_label_map</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">channel_id_to_label_map</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -663,12 +664,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">
-<span class="sig-name descname"><span class="pre">explode_output</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.explode_output" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explode_output</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.explode_output" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -695,22 +696,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_frequency">
-<span class="sig-name descname"><span class="pre">analysis_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">analysis_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.start_date">
-<span class="sig-name descname"><span class="pre">start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.start_date" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_days">
-<span class="sig-name descname"><span class="pre">analysis_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_days" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">analysis_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_days" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -732,7 +733,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
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+<span class="sig-name descname"><span class="pre">topic</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.connectors.KafkaDatasetConfig.topic" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">escape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&quot;'</span></em><a class="headerlink" href="#abacusai.api_class.dataset.ParsingConfig.escape" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset.ParsingConfig.csv_delimiter" title="Link to this definition"></a></dt>
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@@ -541,17 +542,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset.AttachmentParsingConfig.feature_group_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">column_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset.AttachmentParsingConfig.column_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">urls</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset.AttachmentParsingConfig.urls" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/api_class/dataset_application_connector/index.html b/docs/autoapi/abacusai/api_class/dataset_application_connector/index.html
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+++ b/docs/autoapi/abacusai/api_class/dataset_application_connector/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
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@@ -330,34 +331,37 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
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 <td><p>Dataset config for Confluence Application Connector</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig" title="abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.BoxDatasetConfig" title="abacusai.api_class.dataset_application_connector.BoxDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BoxDatasetConfig</span></code></a></p></td>
+<td><p>Dataset config for Box Application Connector</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig" title="abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Google Analytics Application Connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig" title="abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig" title="abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Google Drive Application Connector</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig" title="abacusai.api_class.dataset_application_connector.JiraDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">JiraDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig" title="abacusai.api_class.dataset_application_connector.JiraDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">JiraDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Jira Application Connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig" title="abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OneDriveDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig" title="abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OneDriveDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for OneDrive Application Connector</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig" title="abacusai.api_class.dataset_application_connector.SharepointDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SharepointDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig" title="abacusai.api_class.dataset_application_connector.SharepointDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SharepointDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Sharepoint Application Connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig" title="abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ZendeskDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig" title="abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ZendeskDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Zendesk Application Connector</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig" title="abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbacusUsageMetricsDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig" title="abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbacusUsageMetricsDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Abacus Usage Metrics Application Connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig" title="abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TeamsScraperDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig" title="abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TeamsScraperDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Teams Scraper Application Connector</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.FreshserviceDatasetConfig" title="abacusai.api_class.dataset_application_connector.FreshserviceDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FreshserviceDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.FreshserviceDatasetConfig" title="abacusai.api_class.dataset_application_connector.FreshserviceDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FreshserviceDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Freshservice Application Connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory" title="abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory" title="abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
 </tbody>
@@ -381,17 +385,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_type">
-<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.document_processing_config">
-<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DatasetDocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.document_processing_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DatasetDocumentProcessingConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.document_processing_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -416,22 +420,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 :type extract_bounding_boxes: bool</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.space_key">
-<span class="sig-name descname"><span class="pre">space_key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.space_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">space_key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.space_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.pull_attachments">
-<span class="sig-name descname"><span class="pre">pull_attachments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.pull_attachments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_attachments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.pull_attachments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -441,6 +445,25 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.BoxDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.dataset_application_connector.</span></span><span class="sig-name descname"><span class="pre">BoxDatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.BoxDatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig" title="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p>
+<p>Dataset config for Box Application Connector
+:param location: The regex location of the files to fetch
+:type location: str</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.BoxDatasetConfig.location">
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.BoxDatasetConfig.location" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.BoxDatasetConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.BoxDatasetConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.dataset_application_connector.</span></span><span class="sig-name descname"><span class="pre">GoogleAnalyticsDatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig" title="Link to this definition"></a></dt>
@@ -457,17 +480,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.start_timestamp">
-<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.start_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.start_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.end_timestamp">
-<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.end_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.end_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -494,22 +517,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -536,22 +559,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.JiraDatasetConfig.jql">
-<span class="sig-name descname"><span class="pre">jql</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.jql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">jql</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.jql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.JiraDatasetConfig.custom_fields">
-<span class="sig-name descname"><span class="pre">custom_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.custom_fields" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.custom_fields" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_comments">
-<span class="sig-name descname"><span class="pre">include_comments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_comments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_comments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_comments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_watchers">
-<span class="sig-name descname"><span class="pre">include_watchers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_watchers" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_watchers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_watchers" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -578,22 +601,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -620,22 +643,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -657,7 +680,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -682,12 +705,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">
-<span class="sig-name descname"><span class="pre">include_entire_conversation_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_entire_conversation_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_all_feedback">
-<span class="sig-name descname"><span class="pre">include_all_feedback</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_all_feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_all_feedback</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_all_feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -713,17 +736,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_chat_messages">
-<span class="sig-name descname"><span class="pre">pull_chat_messages</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_chat_messages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_chat_messages</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_chat_messages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_channel_posts">
-<span class="sig-name descname"><span class="pre">pull_channel_posts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_channel_posts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_channel_posts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_channel_posts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_transcripts">
-<span class="sig-name descname"><span class="pre">pull_transcripts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_transcripts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_transcripts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.dataset_application_connector.TeamsScraperDatasetConfig.pull_transcripts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
diff --git a/docs/autoapi/abacusai/api_class/deployment/index.html b/docs/autoapi/abacusai/api_class/deployment/index.html
index f83fcd01..a20f4bd5 100644
--- a/docs/autoapi/abacusai/api_class/deployment/index.html
+++ b/docs/autoapi/abacusai/api_class/deployment/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -366,7 +367,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for prediction arguments specific to problem type.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.PredictionArguments._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.deployment.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -376,7 +377,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.PredictionArguments.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -402,17 +403,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.OptimizationPredictionArguments.forced_assignments">
-<span class="sig-name descname"><span class="pre">forced_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.OptimizationPredictionArguments.forced_assignments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forced_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.OptimizationPredictionArguments.forced_assignments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.OptimizationPredictionArguments.solve_time_limit_seconds">
-<span class="sig-name descname"><span class="pre">solve_time_limit_seconds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.OptimizationPredictionArguments.solve_time_limit_seconds" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">solve_time_limit_seconds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.OptimizationPredictionArguments.solve_time_limit_seconds" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.OptimizationPredictionArguments.include_all_assignments">
-<span class="sig-name descname"><span class="pre">include_all_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.OptimizationPredictionArguments.include_all_assignments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_all_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.OptimizationPredictionArguments.include_all_assignments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -438,17 +439,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.start_timestamp">
-<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.start_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.start_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.end_timestamp">
-<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.end_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.end_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.get_all_item_data">
-<span class="sig-name descname"><span class="pre">get_all_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.get_all_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_all_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.get_all_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -477,32 +478,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ChatLLMPredictionArguments.llm_name">
-<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.llm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.llm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ChatLLMPredictionArguments.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ChatLLMPredictionArguments.system_message">
-<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.system_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.system_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ChatLLMPredictionArguments.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ChatLLMPredictionArguments.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ChatLLMPredictionArguments.ignore_documents">
-<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ChatLLMPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -527,12 +528,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.RegressionPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.RegressionPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.RegressionPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.RegressionPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.RegressionPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.RegressionPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -560,27 +561,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ForecastingPredictionArguments.num_predictions">
-<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ForecastingPredictionArguments.prediction_start">
-<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ForecastingPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ForecastingPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.ForecastingPredictionArguments.get_item_data">
-<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.ForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -608,27 +609,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.num_predictions">
-<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.prediction_start">
-<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.get_item_data">
-<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -657,32 +658,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.llm_name">
-<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.llm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.llm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.system_message">
-<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.system_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.system_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.ignore_documents">
-<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -704,7 +705,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.deployment.FeatureStorePredictionArguments.limit_results">
-<span class="sig-name descname"><span class="pre">limit_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.deployment.FeatureStorePredictionArguments.limit_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">limit_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.deployment.FeatureStorePredictionArguments.limit_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
diff --git a/docs/autoapi/abacusai/api_class/document_retriever/index.html b/docs/autoapi/abacusai/api_class/document_retriever/index.html
index 65d087af..acac03b4 100644
--- a/docs/autoapi/abacusai/api_class/document_retriever/index.html
+++ b/docs/autoapi/abacusai/api_class/document_retriever/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -364,47 +365,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size_factors">
-<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.index_metadata_columns">
-<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.index_metadata_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.index_metadata_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.use_document_summary">
-<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.use_document_summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.use_document_summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig.summary_instructions">
-<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.summary_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig.summary_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
diff --git a/docs/autoapi/abacusai/api_class/enums/index.html b/docs/autoapi/abacusai/api_class/enums/index.html
index 16083d01..313596bb 100644
--- a/docs/autoapi/abacusai/api_class/enums/index.html
+++ b/docs/autoapi/abacusai/api_class/enums/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -2162,6 +2163,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-name descname"><span class="pre">OKTASAML</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OKTASAML'</span></em><a class="headerlink" href="#abacusai.api_class.enums.ApplicationConnectorType.OKTASAML" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.ApplicationConnectorType.BOX">
+<span class="sig-name descname"><span class="pre">BOX</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'BOX'</span></em><a class="headerlink" href="#abacusai.api_class.enums.ApplicationConnectorType.BOX" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -2477,6 +2483,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-name descname"><span class="pre">QWEN_2_5_32B</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'QWEN_2_5_32B'</span></em><a class="headerlink" href="#abacusai.api_class.enums.LLMName.QWEN_2_5_32B" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.LLMName.QWQ_32B">
+<span class="sig-name descname"><span class="pre">QWQ_32B</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'QWQ_32B'</span></em><a class="headerlink" href="#abacusai.api_class.enums.LLMName.QWQ_32B" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.enums.LLMName.GEMINI_1_5_FLASH">
 <span class="sig-name descname"><span class="pre">GEMINI_1_5_FLASH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'GEMINI_1_5_FLASH'</span></em><a class="headerlink" href="#abacusai.api_class.enums.LLMName.GEMINI_1_5_FLASH" title="Link to this definition"></a></dt>
@@ -2744,6 +2755,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-name descname"><span class="pre">WORKFLOW_VARIABLE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'WORKFLOW_VARIABLE'</span></em><a class="headerlink" href="#abacusai.api_class.enums.WorkflowNodeInputType.WORKFLOW_VARIABLE" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.WorkflowNodeInputType.IGNORE">
+<span class="sig-name descname"><span class="pre">IGNORE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'IGNORE'</span></em><a class="headerlink" href="#abacusai.api_class.enums.WorkflowNodeInputType.IGNORE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
diff --git a/docs/autoapi/abacusai/api_class/feature_group/index.html b/docs/autoapi/abacusai/api_class/feature_group/index.html
index b9dde7d9..f42a1026 100644
--- a/docs/autoapi/abacusai/api_class/feature_group/index.html
+++ b/docs/autoapi/abacusai/api_class/feature_group/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -384,7 +385,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for the sampling config of a feature group</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.SamplingConfig.sampling_method">
-<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -419,7 +420,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.NSamplingConfig.key_columns">
-<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.feature_group.NSamplingConfig.key_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.NSamplingConfig.key_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -449,7 +450,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.PercentSamplingConfig.key_columns">
-<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.feature_group.PercentSamplingConfig.key_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.PercentSamplingConfig.key_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -489,7 +490,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for the merge config of a feature group</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.MergeConfig.merge_mode">
-<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -524,7 +525,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.LastNMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -560,7 +561,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.TimeWindowMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -600,7 +601,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>Configuration for a template Feature Group Operation</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.OperatorConfig.operator_type">
-<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -632,22 +633,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.columns">
-<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.index_column">
-<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.value_column">
-<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.exclude">
-<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -673,17 +674,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig.input_column">
-<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig.output_column">
-<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig.input_column_type">
-<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -712,42 +713,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.input_column">
-<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.output_column">
-<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.depth_column">
-<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.input_column_type">
-<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.crawl_depth">
-<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.disable_host_restriction">
-<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.honour_website_rules">
-<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.user_agent">
-<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -773,17 +774,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig.doc_id_column">
-<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_column">
-<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_processing_config">
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+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -823,87 +824,87 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.prompt_col">
-<span class="sig-name descname"><span class="pre">prompt_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.prompt_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prompt_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.prompt_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.completion_col">
-<span class="sig-name descname"><span class="pre">completion_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.completion_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completion_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.completion_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.description_col">
-<span class="sig-name descname"><span class="pre">description_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.description_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.description_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.id_col">
-<span class="sig-name descname"><span class="pre">id_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.id_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.id_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.generation_instructions">
-<span class="sig-name descname"><span class="pre">generation_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.generation_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">generation_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.generation_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.fewshot_examples">
-<span class="sig-name descname"><span class="pre">fewshot_examples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.fewshot_examples" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fewshot_examples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.fewshot_examples" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.concurrency">
-<span class="sig-name descname"><span class="pre">concurrency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.concurrency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">concurrency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.concurrency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.examples_per_target">
-<span class="sig-name descname"><span class="pre">examples_per_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.examples_per_target" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">examples_per_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.examples_per_target" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.subset_size">
-<span class="sig-name descname"><span class="pre">subset_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.subset_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">subset_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.subset_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.verify_response">
-<span class="sig-name descname"><span class="pre">verify_response</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.verify_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verify_response</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.verify_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.token_budget">
-<span class="sig-name descname"><span class="pre">token_budget</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.token_budget" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">token_budget</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.token_budget" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.oversample">
-<span class="sig-name descname"><span class="pre">oversample</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.oversample" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">oversample</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.oversample" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.documentation_char_limit">
-<span class="sig-name descname"><span class="pre">documentation_char_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.documentation_char_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">documentation_char_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.documentation_char_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.frequency_penalty">
-<span class="sig-name descname"><span class="pre">frequency_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.frequency_penalty" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">frequency_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.frequency_penalty" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.DataGenerationConfig.model">
-<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.DataGenerationConfig.seed" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnionTransformConfig.feature_group_ids" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnionTransformConfig.drop_non_intersecting_columns">
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+<span class="sig-name descname"><span class="pre">drop_non_intersecting_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnionTransformConfig.drop_non_intersecting_columns" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/api_class/index.html b/docs/autoapi/abacusai/api_class/index.html
index 75a2756e..36f67e28 100644
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+++ b/docs/autoapi/abacusai/api_class/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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@@ -383,141 +384,147 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeOutputSchema" title="abacusai.api_class.WorkflowNodeOutputSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputSchema</span></code></a></p></td>
 <td><p>A schema conformant to react-jsonschema-form for a workflow node output.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowGraphNode" title="abacusai.api_class.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.TriggerConfig" title="abacusai.api_class.TriggerConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TriggerConfig</span></code></a></p></td>
+<td><p>Represents the configuration for a trigger workflow node.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowGraphNode" title="abacusai.api_class.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
 <td><p>Represents a node in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowGraphEdge" title="abacusai.api_class.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowGraphEdge" title="abacusai.api_class.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
 <td><p>Represents an edge in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowGraph" title="abacusai.api_class.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowGraph" title="abacusai.api_class.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
 <td><p>Represents an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.AgentConversationMessage" title="abacusai.api_class.AgentConversationMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentConversationMessage</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.AgentConversationMessage" title="abacusai.api_class.AgentConversationMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentConversationMessage</span></code></a></p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeTemplateConfig" title="abacusai.api_class.WorkflowNodeTemplateConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeTemplateConfig" title="abacusai.api_class.WorkflowNodeTemplateConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateConfig</span></code></a></p></td>
 <td><p>Represents a WorkflowNode template config.</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeTemplateInput" title="abacusai.api_class.WorkflowNodeTemplateInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateInput</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeTemplateInput" title="abacusai.api_class.WorkflowNodeTemplateInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateInput</span></code></a></p></td>
 <td><p>Represents an input to the workflow node generated using template.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeTemplateOutput" title="abacusai.api_class.WorkflowNodeTemplateOutput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateOutput</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeTemplateOutput" title="abacusai.api_class.WorkflowNodeTemplateOutput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateOutput</span></code></a></p></td>
 <td><p>Represents an output returned by the workflow node generated using template.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.HotkeyPrompt" title="abacusai.api_class.HotkeyPrompt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.HotkeyPrompt" title="abacusai.api_class.HotkeyPrompt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></p></td>
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 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
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 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id269" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id269" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.BatchPredictionArgs" title="abacusai.api_class.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.BatchPredictionArgs" title="abacusai.api_class.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
 <td><p>An abstract class for Batch Prediction args specific to problem type.</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ForecastingBatchPredictionArgs" title="abacusai.api_class.ForecastingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ForecastingBatchPredictionArgs" title="abacusai.api_class.ForecastingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingBatchPredictionArgs</span></code></a></p></td>
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 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs" title="abacusai.api_class.NamedEntityExtractionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NamedEntityExtractionBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs" title="abacusai.api_class.NamedEntityExtractionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NamedEntityExtractionBatchPredictionArgs</span></code></a></p></td>
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 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.PersonalizationBatchPredictionArgs" title="abacusai.api_class.PersonalizationBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PersonalizationBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PersonalizationBatchPredictionArgs" title="abacusai.api_class.PersonalizationBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PersonalizationBatchPredictionArgs</span></code></a></p></td>
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 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs" title="abacusai.api_class.PredictiveModelingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictiveModelingBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs" title="abacusai.api_class.PredictiveModelingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictiveModelingBatchPredictionArgs</span></code></a></p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs" title="abacusai.api_class.PretrainedModelsBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PretrainedModelsBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs" title="abacusai.api_class.PretrainedModelsBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PretrainedModelsBatchPredictionArgs</span></code></a></p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs" title="abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs" title="abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionBatchPredictionArgs</span></code></a></p></td>
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 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs" title="abacusai.api_class.ThemeAnalysisBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ThemeAnalysisBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs" title="abacusai.api_class.ThemeAnalysisBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ThemeAnalysisBatchPredictionArgs</span></code></a></p></td>
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 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ChatLLMBatchPredictionArgs" title="abacusai.api_class.ChatLLMBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatLLMBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ChatLLMBatchPredictionArgs" title="abacusai.api_class.ChatLLMBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatLLMBatchPredictionArgs</span></code></a></p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs" title="abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainablePlugAndPlayBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs" title="abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainablePlugAndPlayBatchPredictionArgs</span></code></a></p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.AIAgentBatchPredictionArgs" title="abacusai.api_class.AIAgentBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AIAgentBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.AIAgentBatchPredictionArgs" title="abacusai.api_class.AIAgentBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AIAgentBatchPredictionArgs</span></code></a></p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._BatchPredictionArgsFactory" title="abacusai.api_class._BatchPredictionArgsFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_BatchPredictionArgsFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._BatchPredictionArgsFactory" title="abacusai.api_class._BatchPredictionArgsFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_BatchPredictionArgsFactory</span></code></a></p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.Blob" title="abacusai.api_class.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.Blob" title="abacusai.api_class.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.BlobInput" title="abacusai.api_class.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.BlobInput" title="abacusai.api_class.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#id269" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id269" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.StreamingConnectorDatasetConfig" title="abacusai.api_class.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.StreamingConnectorDatasetConfig" title="abacusai.api_class.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs specific to streaming connectors.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.KafkaDatasetConfig" title="abacusai.api_class.KafkaDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">KafkaDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.KafkaDatasetConfig" title="abacusai.api_class.KafkaDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">KafkaDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Kafka Streaming Connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._StreamingConnectorDatasetConfigFactory" title="abacusai.api_class._StreamingConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._StreamingConnectorDatasetConfigFactory" title="abacusai.api_class._StreamingConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id274" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id127" title="abacusai.api_class.DocumentType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentType</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id127" title="abacusai.api_class.DocumentType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id113" title="abacusai.api_class.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id113" title="abacusai.api_class.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ParsingConfig" title="abacusai.api_class.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ParsingConfig" title="abacusai.api_class.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
 <td><p>Custom config for dataset parsing.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id153" title="abacusai.api_class.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id153" title="abacusai.api_class.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
 <td><p>Document processing configuration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id70" title="abacusai.api_class.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id70" title="abacusai.api_class.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
 <td><p>Document processing configuration for dataset imports.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.IncrementalDatabaseConnectorConfig" title="abacusai.api_class.IncrementalDatabaseConnectorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.IncrementalDatabaseConnectorConfig" title="abacusai.api_class.IncrementalDatabaseConnectorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a></p></td>
 <td><p>Config information for incremental datasets from database connectors</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.AttachmentParsingConfig" title="abacusai.api_class.AttachmentParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AttachmentParsingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.AttachmentParsingConfig" title="abacusai.api_class.AttachmentParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AttachmentParsingConfig</span></code></a></p></td>
 <td><p>Config information for parsing attachments</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id269" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id269" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id70" title="abacusai.api_class.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id70" title="abacusai.api_class.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
 <td><p>Document processing configuration for dataset imports.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ApplicationConnectorDatasetConfig" title="abacusai.api_class.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ApplicationConnectorDatasetConfig" title="abacusai.api_class.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs specific to application connectors.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ConfluenceDatasetConfig" title="abacusai.api_class.ConfluenceDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ConfluenceDatasetConfig" title="abacusai.api_class.ConfluenceDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Confluence Application Connector</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.BoxDatasetConfig" title="abacusai.api_class.BoxDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BoxDatasetConfig</span></code></a></p></td>
+<td><p>Dataset config for Box Application Connector</p></td>
+</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig" title="abacusai.api_class.GoogleAnalyticsDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Google Analytics Application Connector</p></td>
 </tr>
@@ -1117,12 +1124,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1266,12 +1273,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FieldDescriptor.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.FieldDescriptor.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FieldDescriptor.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FieldDescriptor.example_extraction">
-<span class="sig-name descname"><span class="pre">example_extraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.FieldDescriptor.example_extraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">example_extraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FieldDescriptor.example_extraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -1315,7 +1322,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The name of the input variable of the node function.</p></li>
-<li><p><strong>variable_type</strong> (<a class="reference internal" href="#abacusai.api_class.WorkflowNodeInputType" title="abacusai.api_class.WorkflowNodeInputType"><em>WorkflowNodeInputType</em></a>) – The type of the input.</p></li>
+<li><p><strong>variable_type</strong> (<em>Union</em><em>[</em><a class="reference internal" href="#abacusai.api_class.WorkflowNodeInputType" title="abacusai.api_class.WorkflowNodeInputType"><em>WorkflowNodeInputType</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em>) – The type of the input. If the type is <cite>IGNORE</cite>, the input will be ignored.</p></li>
 <li><p><strong>variable_source</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The name of the node this variable is sourced from.
 If the type is <cite>WORKFLOW_VARIABLE</cite>, the value given by the source node will be directly used.
 If the type is <cite>USER_INPUT</cite>, the value given by the source node will be used as the default initial value before the user edits it.
@@ -1336,22 +1343,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputMapping.variable_source">
-<span class="sig-name descname"><span class="pre">variable_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.variable_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.variable_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputMapping.source_prop">
-<span class="sig-name descname"><span class="pre">source_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.source_prop" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.source_prop" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputMapping.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputMapping.default_value">
-<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.default_value" title="Link to this definition"></a></dt>
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputMapping.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputMapping.__post_init__" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1400,17 +1407,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputSchema.schema_source">
-<span class="sig-name descname"><span class="pre">schema_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputSchema.schema_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputSchema.schema_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputSchema.schema_prop">
-<span class="sig-name descname"><span class="pre">schema_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputSchema.schema_prop" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputSchema.schema_prop" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputSchema.runtime_schema">
-<span class="sig-name descname"><span class="pre">runtime_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputSchema.runtime_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">runtime_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputSchema.runtime_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1530,9 +1537,44 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.TriggerConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">TriggerConfig</span></span><a class="headerlink" href="#abacusai.api_class.TriggerConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>Represents the configuration for a trigger workflow node.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>sleep_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – The time in seconds to wait before the node gets executed again.</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.TriggerConfig.sleep_time">
+<span class="sig-name descname"><span class="pre">sleep_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TriggerConfig.sleep_time" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.TriggerConfig.to_dict">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.TriggerConfig.to_dict" title="Link to this definition"></a></dt>
+<dd><p>Standardizes converting an ApiClass to dictionary.
+Keys of response dictionary are converted to camel case.
+This also validates the fields ( type, value, etc ) received in the dictionary.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.TriggerConfig.from_dict">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">configs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.TriggerConfig.from_dict" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraphNode">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraphNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.WorkflowGraphNode" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraphNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trigger_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.WorkflowGraphNode" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
 <p>Represents a node in an Agent workflow graph.</p>
 <dl class="field-list simple">
@@ -1547,22 +1589,29 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>)</p></li>
 <li><p><strong>source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>)</p></li>
 <li><p><strong>template_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p></li>
+<li><p><strong>trigger_config</strong> (<a class="reference internal" href="#abacusai.api_class.TriggerConfig" title="abacusai.api_class.TriggerConfig"><em>TriggerConfig</em></a>)</p></li>
 </ul>
 </dd>
 </dl>
 <dl class="simple">
 <dt>Additional Attributes:</dt><dd><p>function_name (str): The name of the function.
-source_code (str): The source code of the function.</p>
+source_code (str): The source code of the function.
+trigger_config (TriggerConfig): The configuration for a trigger workflow node.</p>
 </dd>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraphNode.template_metadata">
-<span class="sig-name descname"><span class="pre">template_metadata</span></span><a class="headerlink" href="#abacusai.api_class.WorkflowGraphNode.template_metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraphNode.template_metadata" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraphNode.trigger_config">
+<span class="sig-name descname"><span class="pre">trigger_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraphNode.trigger_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraphNode._raw_init">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_raw_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.WorkflowGraphNode._raw_init" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_raw_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trigger_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.WorkflowGraphNode._raw_init" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -1575,6 +1624,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>input_schema</strong> (<a class="reference internal" href="#abacusai.api_class.WorkflowNodeInputSchema" title="abacusai.api_class.WorkflowNodeInputSchema"><em>WorkflowNodeInputSchema</em></a>)</p></li>
 <li><p><strong>output_schema</strong> (<a class="reference internal" href="#abacusai.api_class.WorkflowNodeOutputSchema" title="abacusai.api_class.WorkflowNodeOutputSchema"><em>WorkflowNodeOutputSchema</em></a>)</p></li>
 <li><p><strong>template_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p></li>
+<li><p><strong>trigger_config</strong> (<a class="reference internal" href="#abacusai.api_class.TriggerConfig" title="abacusai.api_class.TriggerConfig"><em>TriggerConfig</em></a>)</p></li>
 </ul>
 </dd>
 </dl>
@@ -1708,22 +1758,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.WorkflowGraphNode" title="abacusai.api_class.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.WorkflowGraphNode" title="abacusai.api_class.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.WorkflowGraphEdge" title="abacusai.api_class.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.edges" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.WorkflowGraphEdge" title="abacusai.api_class.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.edges" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraph.primary_start_node">
-<span class="sig-name descname"><span class="pre">primary_start_node</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.WorkflowGraphNode" title="abacusai.api_class.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.primary_start_node" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_start_node</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.WorkflowGraphNode" title="abacusai.api_class.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.primary_start_node" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowGraph.common_source_code">
-<span class="sig-name descname"><span class="pre">common_source_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.common_source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">common_source_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowGraph.common_source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1762,17 +1812,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AgentConversationMessage.is_user">
-<span class="sig-name descname"><span class="pre">is_user</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.AgentConversationMessage.is_user" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_user</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AgentConversationMessage.is_user" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AgentConversationMessage.text">
-<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.AgentConversationMessage.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AgentConversationMessage.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AgentConversationMessage.document_contents">
-<span class="sig-name descname"><span class="pre">document_contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.AgentConversationMessage.document_contents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AgentConversationMessage.document_contents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1807,17 +1857,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeTemplateConfig.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateConfig.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateConfig.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeTemplateConfig.default_value">
-<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateConfig.default_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateConfig.default_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeTemplateConfig.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateConfig.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateConfig.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1861,12 +1911,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeTemplateInput.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateInput.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateInput.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeTemplateInput.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateInput.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateInput.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1915,7 +1965,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeTemplateOutput.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateOutput.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeTemplateOutput.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1946,12 +1996,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id1">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id1" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id1" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id2">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id2" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id2" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2073,17 +2123,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.HotkeyPrompt.title">
-<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.HotkeyPrompt.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.HotkeyPrompt.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.HotkeyPrompt.disable_problem_type_context">
-<span class="sig-name descname"><span class="pre">disable_problem_type_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.HotkeyPrompt.disable_problem_type_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_problem_type_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.HotkeyPrompt.disable_problem_type_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.HotkeyPrompt.ignore_history">
-<span class="sig-name descname"><span class="pre">ignore_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.HotkeyPrompt.ignore_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.HotkeyPrompt.ignore_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -2096,12 +2146,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id15">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id15" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id15" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id16">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id16" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id16" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2246,7 +2296,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for Batch Prediction args specific to problem type.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.BatchPredictionArgs._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -2256,7 +2306,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.BatchPredictionArgs.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.api_class.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2287,42 +2337,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">predictions_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.predictions_start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingBatchPredictionArgs.use_prediction_offset">
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+<span class="sig-name descname"><span class="pre">use_prediction_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.use_prediction_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingBatchPredictionArgs.start_date_offset">
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+<span class="sig-name descname"><span class="pre">start_date_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.start_date_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingBatchPredictionArgs.forecasting_horizon">
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+<span class="sig-name descname"><span class="pre">forecasting_horizon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.forecasting_horizon" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">
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+<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingBatchPredictionArgs.explain_predictions">
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+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingBatchPredictionArgs.create_monitor">
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+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -2344,7 +2394,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -2371,22 +2421,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationBatchPredictionArgs.number_of_items">
-<span class="sig-name descname"><span class="pre">number_of_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationBatchPredictionArgs.number_of_items" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationBatchPredictionArgs.number_of_items" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">
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+<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">score_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationBatchPredictionArgs.score_field" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationBatchPredictionArgs.score_field" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2421,62 +2471,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ExplainerType" title="abacusai.api_class.enums.ExplainerType"><span class="pre">abacusai.api_class.enums.ExplainerType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explainer_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">number_of_samples_to_use_for_explainer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">include_multi_class_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">features_considered_constant_for_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">importance_of_records_in_nested_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">explanation_filter_lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">
-<span class="sig-name descname"><span class="pre">explanation_filter_upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_label">
-<span class="sig-name descname"><span class="pre">explanation_filter_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_label" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_label" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictiveModelingBatchPredictionArgs.output_columns">
-<span class="sig-name descname"><span class="pre">output_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.output_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.output_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictiveModelingBatchPredictionArgs.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictiveModelingBatchPredictionArgs.create_monitor">
-<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictiveModelingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2502,17 +2552,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PretrainedModelsBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">
-<span class="sig-name descname"><span class="pre">files_output_location_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs.files_output_location_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">files_output_location_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs.files_output_location_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">
-<span class="sig-name descname"><span class="pre">channel_id_to_label_map</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">channel_id_to_label_map</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2537,12 +2587,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">
-<span class="sig-name descname"><span class="pre">explode_output</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.explode_output" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explode_output</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.explode_output" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2569,22 +2619,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ThemeAnalysisBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_frequency">
-<span class="sig-name descname"><span class="pre">analysis_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">analysis_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ThemeAnalysisBatchPredictionArgs.start_date">
-<span class="sig-name descname"><span class="pre">start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.start_date" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_days">
-<span class="sig-name descname"><span class="pre">analysis_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_days" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">analysis_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_days" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2606,7 +2656,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2631,12 +2681,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">
-<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2689,12 +2739,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id29">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id29" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id29" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id30">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id30" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id30" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2930,7 +2980,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DatasetConfig.is_documentset">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -2947,7 +2997,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.StreamingConnectorDatasetConfig.streaming_connector_type">
-<span class="sig-name descname"><span class="pre">streaming_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.StreamingConnectorType" title="abacusai.api_class.enums.StreamingConnectorType"><span class="pre">abacusai.api_class.enums.StreamingConnectorType</span></a></em><a class="headerlink" href="#abacusai.api_class.StreamingConnectorDatasetConfig.streaming_connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.StreamingConnectorType" title="abacusai.api_class.enums.StreamingConnectorType"><span class="pre">abacusai.api_class.enums.StreamingConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.StreamingConnectorDatasetConfig.streaming_connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2969,7 +3019,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.KafkaDatasetConfig.topic">
-<span class="sig-name descname"><span class="pre">topic</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.KafkaDatasetConfig.topic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">topic</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.KafkaDatasetConfig.topic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3010,12 +3060,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id48">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id48" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id48" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id49">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id49" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id49" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3245,7 +3295,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id62">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id62" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id62" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -3266,17 +3316,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ParsingConfig.escape">
-<span class="sig-name descname"><span class="pre">escape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ParsingConfig.escape" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">escape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&quot;'</span></em><a class="headerlink" href="#abacusai.api_class.ParsingConfig.escape" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ParsingConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ParsingConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ParsingConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ParsingConfig.file_path_with_schema">
-<span class="sig-name descname"><span class="pre">file_path_with_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ParsingConfig.file_path_with_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_path_with_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ParsingConfig.file_path_with_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -3406,7 +3456,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.IncrementalDatabaseConnectorConfig.timestamp_column">
-<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.IncrementalDatabaseConnectorConfig.timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.IncrementalDatabaseConnectorConfig.timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -3427,17 +3477,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AttachmentParsingConfig.feature_group_name">
-<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.AttachmentParsingConfig.feature_group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AttachmentParsingConfig.feature_group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AttachmentParsingConfig.column_name">
-<span class="sig-name descname"><span class="pre">column_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.AttachmentParsingConfig.column_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AttachmentParsingConfig.column_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AttachmentParsingConfig.urls">
-<span class="sig-name descname"><span class="pre">urls</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.AttachmentParsingConfig.urls" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">urls</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AttachmentParsingConfig.urls" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -3490,7 +3540,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id69">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id69" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id69" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -3536,17 +3586,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_type">
-<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ApplicationConnectorDatasetConfig.document_processing_config">
-<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DatasetDocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorDatasetConfig.document_processing_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DatasetDocumentProcessingConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorDatasetConfig.document_processing_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3571,22 +3621,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 :type extract_bounding_boxes: bool</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ConfluenceDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ConfluenceDatasetConfig.space_key">
-<span class="sig-name descname"><span class="pre">space_key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.space_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">space_key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.space_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ConfluenceDatasetConfig.pull_attachments">
-<span class="sig-name descname"><span class="pre">pull_attachments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.pull_attachments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_attachments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.pull_attachments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ConfluenceDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.ConfluenceDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3596,6 +3646,25 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.BoxDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">BoxDatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.BoxDatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApplicationConnectorDatasetConfig" title="abacusai.api_class.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p>
+<p>Dataset config for Box Application Connector
+:param location: The regex location of the files to fetch
+:type location: str</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.BoxDatasetConfig.location">
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.BoxDatasetConfig.location" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.BoxDatasetConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.BoxDatasetConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleAnalyticsDatasetConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">GoogleAnalyticsDatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig" title="Link to this definition"></a></dt>
@@ -3612,17 +3681,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleAnalyticsDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleAnalyticsDatasetConfig.start_timestamp">
-<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig.start_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig.start_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleAnalyticsDatasetConfig.end_timestamp">
-<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig.end_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.GoogleAnalyticsDatasetConfig.end_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3649,22 +3718,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleDriveDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleDriveDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleDriveDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.GoogleDriveDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.GoogleDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3691,22 +3760,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.JiraDatasetConfig.jql">
-<span class="sig-name descname"><span class="pre">jql</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.jql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">jql</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.jql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.JiraDatasetConfig.custom_fields">
-<span class="sig-name descname"><span class="pre">custom_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.custom_fields" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.custom_fields" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.JiraDatasetConfig.include_comments">
-<span class="sig-name descname"><span class="pre">include_comments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.include_comments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_comments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.include_comments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.JiraDatasetConfig.include_watchers">
-<span class="sig-name descname"><span class="pre">include_watchers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.include_watchers" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_watchers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.JiraDatasetConfig.include_watchers" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3733,22 +3802,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OneDriveDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OneDriveDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OneDriveDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OneDriveDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.OneDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3775,22 +3844,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SharepointDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SharepointDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SharepointDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SharepointDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.SharepointDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3812,7 +3881,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ZendeskDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ZendeskDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ZendeskDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3837,12 +3906,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">
-<span class="sig-name descname"><span class="pre">include_entire_conversation_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_entire_conversation_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_all_feedback">
-<span class="sig-name descname"><span class="pre">include_all_feedback</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_all_feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_all_feedback</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_all_feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3868,17 +3937,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TeamsScraperDatasetConfig.pull_chat_messages">
-<span class="sig-name descname"><span class="pre">pull_chat_messages</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TeamsScraperDatasetConfig.pull_chat_messages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_chat_messages</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.TeamsScraperDatasetConfig.pull_chat_messages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TeamsScraperDatasetConfig.pull_channel_posts">
-<span class="sig-name descname"><span class="pre">pull_channel_posts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TeamsScraperDatasetConfig.pull_channel_posts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_channel_posts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.TeamsScraperDatasetConfig.pull_channel_posts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TeamsScraperDatasetConfig.pull_transcripts">
-<span class="sig-name descname"><span class="pre">pull_transcripts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TeamsScraperDatasetConfig.pull_transcripts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_transcripts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.TeamsScraperDatasetConfig.pull_transcripts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -3931,12 +4000,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id73">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id73" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id73" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id74">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id74" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id74" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4081,7 +4150,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for prediction arguments specific to problem type.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictionArguments._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -4091,7 +4160,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictionArguments.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4117,17 +4186,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OptimizationPredictionArguments.forced_assignments">
-<span class="sig-name descname"><span class="pre">forced_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.OptimizationPredictionArguments.forced_assignments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forced_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OptimizationPredictionArguments.forced_assignments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OptimizationPredictionArguments.solve_time_limit_seconds">
-<span class="sig-name descname"><span class="pre">solve_time_limit_seconds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.OptimizationPredictionArguments.solve_time_limit_seconds" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">solve_time_limit_seconds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OptimizationPredictionArguments.solve_time_limit_seconds" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OptimizationPredictionArguments.include_all_assignments">
-<span class="sig-name descname"><span class="pre">include_all_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.OptimizationPredictionArguments.include_all_assignments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_all_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OptimizationPredictionArguments.include_all_assignments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4153,17 +4222,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeseriesAnomalyPredictionArguments.start_timestamp">
-<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyPredictionArguments.start_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyPredictionArguments.start_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeseriesAnomalyPredictionArguments.end_timestamp">
-<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyPredictionArguments.end_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyPredictionArguments.end_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeseriesAnomalyPredictionArguments.get_all_item_data">
-<span class="sig-name descname"><span class="pre">get_all_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyPredictionArguments.get_all_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_all_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyPredictionArguments.get_all_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4192,32 +4261,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMPredictionArguments.llm_name">
-<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.llm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.llm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMPredictionArguments.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMPredictionArguments.system_message">
-<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.system_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.system_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMPredictionArguments.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMPredictionArguments.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMPredictionArguments.ignore_documents">
-<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4242,12 +4311,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RegressionPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.RegressionPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RegressionPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RegressionPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.RegressionPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RegressionPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4275,27 +4344,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingPredictionArguments.num_predictions">
-<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingPredictionArguments.prediction_start">
-<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingPredictionArguments.get_item_data">
-<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4323,27 +4392,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingPredictionArguments.num_predictions">
-<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingPredictionArguments.prediction_start">
-<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingPredictionArguments.get_item_data">
-<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4372,32 +4441,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchPredictionArguments.llm_name">
-<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.llm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.llm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchPredictionArguments.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchPredictionArguments.system_message">
-<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.system_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.system_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchPredictionArguments.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchPredictionArguments.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchPredictionArguments.ignore_documents">
-<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4419,7 +4488,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureStorePredictionArguments.limit_results">
-<span class="sig-name descname"><span class="pre">limit_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.FeatureStorePredictionArguments.limit_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">limit_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureStorePredictionArguments.limit_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4460,12 +4529,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id92">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id92" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id92" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id93">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id93" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id93" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -4632,47 +4701,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.chunk_size_factors">
-<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.index_metadata_columns">
-<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.index_metadata_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.index_metadata_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.use_document_summary">
-<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.use_document_summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.use_document_summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.VectorStoreConfig.summary_instructions">
-<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.summary_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreConfig.summary_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -6307,6 +6376,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">OKTASAML</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OKTASAML'</span></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorType.OKTASAML" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.ApplicationConnectorType.BOX">
+<span class="sig-name descname"><span class="pre">BOX</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'BOX'</span></em><a class="headerlink" href="#abacusai.api_class.ApplicationConnectorType.BOX" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -6622,6 +6696,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.LLMName.QWQ_32B">
+<span class="sig-name descname"><span class="pre">QWQ_32B</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'QWQ_32B'</span></em><a class="headerlink" href="#abacusai.api_class.LLMName.QWQ_32B" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.LLMName.GEMINI_1_5_FLASH">
 <span class="sig-name descname"><span class="pre">GEMINI_1_5_FLASH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'GEMINI_1_5_FLASH'</span></em><a class="headerlink" href="#abacusai.api_class.LLMName.GEMINI_1_5_FLASH" title="Link to this definition"></a></dt>
@@ -6889,6 +6968,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">WORKFLOW_VARIABLE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'WORKFLOW_VARIABLE'</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputType.WORKFLOW_VARIABLE" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.WorkflowNodeInputType.IGNORE">
+<span class="sig-name descname"><span class="pre">IGNORE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'IGNORE'</span></em><a class="headerlink" href="#abacusai.api_class.WorkflowNodeInputType.IGNORE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -7411,12 +7495,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id135">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id135" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id135" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id136">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id136" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id136" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7649,7 +7733,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for the sampling config of a feature group</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SamplingConfig.sampling_method">
-<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><a class="headerlink" href="#abacusai.api_class.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7684,7 +7768,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NSamplingConfig.key_columns">
-<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.NSamplingConfig.key_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.NSamplingConfig.key_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7714,7 +7798,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PercentSamplingConfig.key_columns">
-<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.PercentSamplingConfig.key_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.PercentSamplingConfig.key_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7754,7 +7838,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for the merge config of a feature group</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MergeConfig.merge_mode">
-<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><a class="headerlink" href="#abacusai.api_class.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7789,7 +7873,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.LastNMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7825,7 +7909,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7865,7 +7949,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>Configuration for a template Feature Group Operation</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OperatorConfig.operator_type">
-<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><a class="headerlink" href="#abacusai.api_class.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7897,22 +7981,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.columns">
-<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.index_column">
-<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.value_column">
-<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.exclude">
-<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7938,17 +8022,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig.input_column">
-<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig.output_column">
-<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig.input_column_type">
-<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -7977,42 +8061,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.input_column">
-<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.output_column">
-<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.depth_column">
-<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.input_column_type">
-<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.crawl_depth">
-<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.disable_host_restriction">
-<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.honour_website_rules">
-<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.user_agent">
-<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -8038,17 +8122,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig.doc_id_column">
-<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig.document_column">
-<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig.document_processing_config">
-<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -8088,87 +8172,87 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.prompt_col">
-<span class="sig-name descname"><span class="pre">prompt_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.prompt_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prompt_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.prompt_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.completion_col">
-<span class="sig-name descname"><span class="pre">completion_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.completion_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completion_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.completion_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.description_col">
-<span class="sig-name descname"><span class="pre">description_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.description_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.description_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.id_col">
-<span class="sig-name descname"><span class="pre">id_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.id_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.id_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.generation_instructions">
-<span class="sig-name descname"><span class="pre">generation_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.generation_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">generation_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.generation_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.fewshot_examples">
-<span class="sig-name descname"><span class="pre">fewshot_examples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.fewshot_examples" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fewshot_examples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.fewshot_examples" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.concurrency">
-<span class="sig-name descname"><span class="pre">concurrency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.concurrency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">concurrency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.concurrency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.examples_per_target">
-<span class="sig-name descname"><span class="pre">examples_per_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.examples_per_target" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">examples_per_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.examples_per_target" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.subset_size">
-<span class="sig-name descname"><span class="pre">subset_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.subset_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">subset_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.subset_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.verify_response">
-<span class="sig-name descname"><span class="pre">verify_response</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.verify_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verify_response</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.verify_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.token_budget">
-<span class="sig-name descname"><span class="pre">token_budget</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.token_budget" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">token_budget</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.token_budget" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.oversample">
-<span class="sig-name descname"><span class="pre">oversample</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.oversample" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">oversample</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.oversample" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.documentation_char_limit">
-<span class="sig-name descname"><span class="pre">documentation_char_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.documentation_char_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">documentation_char_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.documentation_char_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.frequency_penalty">
-<span class="sig-name descname"><span class="pre">frequency_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.frequency_penalty" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">frequency_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.frequency_penalty" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.model">
-<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataGenerationConfig.seed">
-<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.seed" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataGenerationConfig.seed" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -8193,12 +8277,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
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 <dt class="sig sig-object py" id="abacusai.api_class.UnionTransformConfig.feature_group_ids">
-<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.UnionTransformConfig.feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.UnionTransformConfig.feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.UnionTransformConfig.drop_non_intersecting_columns">
-<span class="sig-name descname"><span class="pre">drop_non_intersecting_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.UnionTransformConfig.drop_non_intersecting_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">drop_non_intersecting_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.UnionTransformConfig.drop_non_intersecting_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -8238,12 +8322,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id167">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id167" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id167" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id168">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id168" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id168" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -8388,12 +8472,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for the training config options used to train the model.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TrainingConfig._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TrainingConfig._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8403,12 +8487,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TrainingConfig.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TrainingConfig.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -8469,192 +8553,192 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.objective">
-<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.objective" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.objective" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.sort_objective">
-<span class="sig-name descname"><span class="pre">sort_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.sort_objective" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sort_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.sort_objective" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.training_mode">
-<span class="sig-name descname"><span class="pre">training_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode" title="abacusai.api_class.enums.PersonalizationTrainingMode"><span class="pre">abacusai.api_class.enums.PersonalizationTrainingMode</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.training_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode" title="abacusai.api_class.enums.PersonalizationTrainingMode"><span class="pre">abacusai.api_class.enums.PersonalizationTrainingMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.training_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.target_action_types">
-<span class="sig-name descname"><span class="pre">target_action_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.target_action_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_action_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.target_action_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">target_action_weights</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.target_action_weights" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.session_event_types">
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+<span class="sig-name descname"><span class="pre">session_event_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.session_event_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">recent_days_for_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.recent_days_for_training" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">recent_days_for_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.recent_days_for_training" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.training_start_date">
-<span class="sig-name descname"><span class="pre">training_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.training_start_date" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.training_start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.test_on_user_split">
-<span class="sig-name descname"><span class="pre">test_on_user_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_on_user_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_on_user_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_on_user_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.test_split_on_last_k_items">
-<span class="sig-name descname"><span class="pre">test_split_on_last_k_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_split_on_last_k_items" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split_on_last_k_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_split_on_last_k_items" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.test_last_items_length">
-<span class="sig-name descname"><span class="pre">test_last_items_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_last_items_length" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_last_items_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_last_items_length" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">test_window_length_hours</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_window_length_hours" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_window_length_hours</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_window_length_hours" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">explicit_time_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.explicit_time_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explicit_time_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.explicit_time_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">full_data_retraining</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.full_data_retraining" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">full_data_retraining</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.full_data_retraining" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">sequential_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.sequential_training" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sequential_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.sequential_training" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">optimized_event_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.optimized_event_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">optimized_event_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.optimized_event_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PersonalizationTrainingConfig.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">disable_transformer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.disable_transformer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_transformer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.disable_transformer" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">disable_gpu</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.disable_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_gpu</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.disable_gpu" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">filter_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.filter_history" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">action_types_exclusion_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.action_types_exclusion_days" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">max_history_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.max_history_length" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">compute_rerank_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PersonalizationTrainingConfig.compute_rerank_metrics" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">timestamp_based_splitting_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.RegressionTimeSplitMethod" title="abacusai.api_class.enums.RegressionTimeSplitMethod"><span class="pre">abacusai.api_class.enums.RegressionTimeSplitMethod</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RegressionTrainingConfig.timestamp_based_splitting_method" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.RegressionTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">full_data_retraining</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.RegressionTrainingConfig.full_data_retraining" title="Link to this definition"></a></dt>
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 <dd></dd></dl>
 
 <dl class="py method">
@@ -9029,317 +9113,317 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">type_of_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType" title="abacusai.api_class.enums.ForecastingDataSplitType"><span class="pre">abacusai.api_class.enums.ForecastingDataSplitType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.type_of_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_by_item</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.test_by_item" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">prediction_step_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.prediction_step_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">training_point_overlap</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.training_point_overlap" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">max_scale_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.max_scale_context" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">quantiles_extension_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod" title="abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod"><span class="pre">abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.quantiles_extension_method" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.number_of_samples">
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+<span class="sig-name descname"><span class="pre">number_of_samples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.number_of_samples" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.symmetrize_quantiles">
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+<span class="sig-name descname"><span class="pre">symmetrize_quantiles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.symmetrize_quantiles" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.use_log_transforms">
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+<span class="sig-name descname"><span class="pre">use_log_transforms</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.use_log_transforms" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">smooth_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.smooth_history" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">local_scale_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.local_scale_target" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">local_scale_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.local_scale_target" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">use_clipping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.use_clipping" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">timeseries_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.timeseries_weight_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeseries_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.timeseries_weight_column" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">item_attributes_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.item_attributes_weight_column" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">use_timeseries_weights_in_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.use_timeseries_weights_in_objective" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">use_item_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.use_item_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_item_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.use_item_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">use_all_item_totals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.use_all_item_totals" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">datetime_holiday_calendars</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.HolidayCalendars" title="abacusai.api_class.enums.HolidayCalendars"><span class="pre">abacusai.api_class.enums.HolidayCalendars</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.datetime_holiday_calendars" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">datetime_holiday_calendars</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.HolidayCalendars" title="abacusai.api_class.enums.HolidayCalendars"><span class="pre">abacusai.api_class.enums.HolidayCalendars</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.datetime_holiday_calendars" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.fill_missing_values">
-<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.enable_clustering">
-<span class="sig-name descname"><span class="pre">enable_clustering</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.enable_clustering" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_clustering</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.enable_clustering" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.data_split_feature_group_table_name">
-<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.custom_loss_functions">
-<span class="sig-name descname"><span class="pre">custom_loss_functions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.custom_loss_functions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_loss_functions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.custom_loss_functions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.custom_metrics">
-<span class="sig-name descname"><span class="pre">custom_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.custom_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.custom_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.return_fractional_forecasts">
-<span class="sig-name descname"><span class="pre">return_fractional_forecasts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.return_fractional_forecasts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">return_fractional_forecasts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.return_fractional_forecasts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingTrainingConfig.allow_training_with_small_history">
-<span class="sig-name descname"><span class="pre">allow_training_with_small_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.allow_training_with_small_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">allow_training_with_small_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingTrainingConfig.allow_training_with_small_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9440,32 +9524,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchTrainingConfig.abacus_internal_model">
-<span class="sig-name descname"><span class="pre">abacus_internal_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.abacus_internal_model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">abacus_internal_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.abacus_internal_model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchTrainingConfig.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchTrainingConfig.larger_embeddings">
-<span class="sig-name descname"><span class="pre">larger_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.larger_embeddings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">larger_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.larger_embeddings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchTrainingConfig.search_chunk_size">
-<span class="sig-name descname"><span class="pre">search_chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.search_chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.search_chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchTrainingConfig.index_fraction">
-<span class="sig-name descname"><span class="pre">index_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.index_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.index_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9521,177 +9605,177 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.document_retrievers">
-<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.document_retrievers" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.document_retrievers" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.retrieval_columns">
-<span class="sig-name descname"><span class="pre">retrieval_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.retrieval_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">retrieval_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.retrieval_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.filter_columns">
-<span class="sig-name descname"><span class="pre">filter_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.filter_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">filter_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.filter_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.include_general_knowledge">
-<span class="sig-name descname"><span class="pre">include_general_knowledge</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.include_general_knowledge" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_general_knowledge</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.include_general_knowledge" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.enable_web_search">
-<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_web_search" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_web_search" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.behavior_instructions">
-<span class="sig-name descname"><span class="pre">behavior_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.behavior_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">behavior_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.behavior_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.response_instructions">
-<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.response_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.response_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.enable_llm_rewrite">
-<span class="sig-name descname"><span class="pre">enable_llm_rewrite</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_llm_rewrite" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_llm_rewrite</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_llm_rewrite" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.column_filtering_instructions">
-<span class="sig-name descname"><span class="pre">column_filtering_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.column_filtering_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_filtering_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.column_filtering_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.keyword_requirement_instructions">
-<span class="sig-name descname"><span class="pre">keyword_requirement_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.keyword_requirement_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_requirement_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.keyword_requirement_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.query_rewrite_instructions">
-<span class="sig-name descname"><span class="pre">query_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.query_rewrite_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.query_rewrite_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.max_search_results">
-<span class="sig-name descname"><span class="pre">max_search_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.max_search_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_search_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.max_search_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.data_feature_group_ids">
-<span class="sig-name descname"><span class="pre">data_feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.data_prompt_context">
-<span class="sig-name descname"><span class="pre">data_prompt_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.data_prompt_table_context">
-<span class="sig-name descname"><span class="pre">data_prompt_table_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_table_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_table_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_table_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.data_prompt_column_context">
-<span class="sig-name descname"><span class="pre">data_prompt_column_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_column_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_column_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_column_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.hide_sql_and_code">
-<span class="sig-name descname"><span class="pre">hide_sql_and_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.hide_sql_and_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hide_sql_and_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.hide_sql_and_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.disable_data_summarization">
-<span class="sig-name descname"><span class="pre">disable_data_summarization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.disable_data_summarization" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_data_summarization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.disable_data_summarization" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.data_columns_to_ignore">
-<span class="sig-name descname"><span class="pre">data_columns_to_ignore</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_columns_to_ignore" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns_to_ignore</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.data_columns_to_ignore" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.include_bm25_retrieval">
-<span class="sig-name descname"><span class="pre">include_bm25_retrieval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.include_bm25_retrieval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_bm25_retrieval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.include_bm25_retrieval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.database_connector_tables">
-<span class="sig-name descname"><span class="pre">database_connector_tables</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.database_connector_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_tables</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.database_connector_tables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.enable_code_execution">
-<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_code_execution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_code_execution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.metadata_columns">
-<span class="sig-name descname"><span class="pre">metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.metadata_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.metadata_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.lookup_rewrite_instructions">
-<span class="sig-name descname"><span class="pre">lookup_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.lookup_rewrite_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.lookup_rewrite_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.enable_response_caching">
-<span class="sig-name descname"><span class="pre">enable_response_caching</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_response_caching" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_response_caching</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_response_caching" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.unknown_answer_phrase">
-<span class="sig-name descname"><span class="pre">unknown_answer_phrase</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.unknown_answer_phrase" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">unknown_answer_phrase</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.unknown_answer_phrase" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.enable_tool_bar">
-<span class="sig-name descname"><span class="pre">enable_tool_bar</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_tool_bar" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_tool_bar</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_tool_bar" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.enable_inline_source_citations">
-<span class="sig-name descname"><span class="pre">enable_inline_source_citations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_inline_source_citations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_inline_source_citations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.enable_inline_source_citations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.response_format">
-<span class="sig-name descname"><span class="pre">response_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.response_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.response_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.json_response_instructions">
-<span class="sig-name descname"><span class="pre">json_response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.json_response_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">json_response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.json_response_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ChatLLMTrainingConfig.json_response_schema">
-<span class="sig-name descname"><span class="pre">json_response_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.json_response_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">json_response_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ChatLLMTrainingConfig.json_response_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9717,17 +9801,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9752,12 +9836,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.api_class.SentimentDetectionTrainingConfig.sentiment_type">
-<span class="sig-name descname"><span class="pre">sentiment_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.SentimentType" title="abacusai.api_class.enums.SentimentType"><span class="pre">abacusai.api_class.enums.SentimentType</span></a></em><a class="headerlink" href="#abacusai.api_class.SentimentDetectionTrainingConfig.sentiment_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sentiment_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.SentimentType" title="abacusai.api_class.enums.SentimentType"><span class="pre">abacusai.api_class.enums.SentimentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SentimentDetectionTrainingConfig.sentiment_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.SentimentDetectionTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.SentimentDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.SentimentDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9782,12 +9866,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DocumentClassificationTrainingConfig.zero_shot_hypotheses">
-<span class="sig-name descname"><span class="pre">zero_shot_hypotheses</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.DocumentClassificationTrainingConfig.zero_shot_hypotheses" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">zero_shot_hypotheses</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentClassificationTrainingConfig.zero_shot_hypotheses" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentClassificationTrainingConfig.test_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentSummarizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.api_class.DocumentSummarizationTrainingConfig.dropout_rate">
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+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentSummarizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.api_class.DocumentSummarizationTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentSummarizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentVisualizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DocumentVisualizationTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.DocumentVisualizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentVisualizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DocumentVisualizationTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentVisualizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ClusteringTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ClusteringTimeseriesTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">imputation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod" title="abacusai.api_class.enums.ClusteringImputationMethod"><span class="pre">abacusai.api_class.enums.ClusteringImputationMethod</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ClusteringTimeseriesTrainingConfig.imputation" title="Link to this definition"></a></dt>
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@@ -9933,7 +10017,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">anomaly_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.EventAnomalyTrainingConfig.anomaly_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -9961,57 +10045,63 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.test_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">min_samples_in_normal_region</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeseriesAnomalyTrainingConfig.anomaly_type">
-<span class="sig-name descname"><span class="pre">anomaly_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly" title="abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.anomaly_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">anomaly_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly" title="abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.anomaly_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">
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+<span class="sig-name descname"><span class="pre">hyperparameter_calculation_with_heuristics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic" title="abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeseriesAnomalyTrainingConfig.threshold_score">
-<span class="sig-name descname"><span class="pre">threshold_score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.threshold_score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold_score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.threshold_score" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids">
+<span class="sig-name descname"><span class="pre">additional_anomaly_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10040,32 +10130,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingTrainingConfig.historical_frequency">
-<span class="sig-name descname"><span class="pre">historical_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.historical_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">historical_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.historical_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">
-<span class="sig-name descname"><span class="pre">cumulative_prediction_lengths</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cumulative_prediction_lengths</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingTrainingConfig.skip_input_transform">
-<span class="sig-name descname"><span class="pre">skip_input_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_input_transform" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">skip_input_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_input_transform" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingTrainingConfig.skip_target_transform">
-<span class="sig-name descname"><span class="pre">skip_target_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_target_transform" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">skip_target_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_target_transform" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CumulativeForecastingTrainingConfig.predict_residuals">
-<span class="sig-name descname"><span class="pre">predict_residuals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.predict_residuals" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_residuals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CumulativeForecastingTrainingConfig.predict_residuals" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10103,32 +10193,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.api_class.AIAgentTrainingConfig.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AIAgentTrainingConfig.agent_interface">
-<span class="sig-name descname"><span class="pre">agent_interface</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><span class="pre">abacusai.api_class.enums.AgentInterface</span></a></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_interface" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_interface</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><span class="pre">abacusai.api_class.enums.AgentInterface</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_interface" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AIAgentTrainingConfig.agent_connectors">
-<span class="sig-name descname"><span class="pre">agent_connectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_connectors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_connectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_connectors" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AIAgentTrainingConfig.enable_binary_input">
-<span class="sig-name descname"><span class="pre">enable_binary_input</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.enable_binary_input" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_binary_input</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.enable_binary_input" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AIAgentTrainingConfig.agent_input_schema">
-<span class="sig-name descname"><span class="pre">agent_input_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_input_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_input_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_input_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AIAgentTrainingConfig.agent_output_schema">
-<span class="sig-name descname"><span class="pre">agent_output_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_output_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_output_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AIAgentTrainingConfig.agent_output_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10157,32 +10247,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">max_catalog_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.max_catalog_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_catalog_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.max_catalog_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CustomTrainedModelTrainingConfig.max_dimension">
-<span class="sig-name descname"><span class="pre">max_dimension</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.max_dimension" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_dimension</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.max_dimension" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CustomTrainedModelTrainingConfig.index_output_path">
-<span class="sig-name descname"><span class="pre">index_output_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.index_output_path" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_output_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.index_output_path" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CustomTrainedModelTrainingConfig.docker_image_uri">
-<span class="sig-name descname"><span class="pre">docker_image_uri</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.docker_image_uri" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">docker_image_uri</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.docker_image_uri" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CustomTrainedModelTrainingConfig.service_port">
-<span class="sig-name descname"><span class="pre">service_port</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.service_port" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">service_port</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.service_port" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CustomTrainedModelTrainingConfig.streaming_embeddings">
-<span class="sig-name descname"><span class="pre">streaming_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.streaming_embeddings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CustomTrainedModelTrainingConfig.streaming_embeddings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10204,7 +10294,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.CustomAlgorithmTrainingConfig.timeout_minutes">
-<span class="sig-name descname"><span class="pre">timeout_minutes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CustomAlgorithmTrainingConfig.timeout_minutes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout_minutes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.CustomAlgorithmTrainingConfig.timeout_minutes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10229,12 +10319,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OptimizationTrainingConfig.solve_time_limit">
-<span class="sig-name descname"><span class="pre">solve_time_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.OptimizationTrainingConfig.solve_time_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">solve_time_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OptimizationTrainingConfig.solve_time_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OptimizationTrainingConfig.optimality_gap_limit">
-<span class="sig-name descname"><span class="pre">optimality_gap_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.OptimizationTrainingConfig.optimality_gap_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">optimality_gap_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OptimizationTrainingConfig.optimality_gap_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10284,22 +10374,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DeployableAlgorithm.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DeployableAlgorithm.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DeployableAlgorithm.only_offline_deployable">
-<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.only_offline_deployable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.only_offline_deployable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DeployableAlgorithm.trained_model_types">
-<span class="sig-name descname"><span class="pre">trained_model_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.trained_model_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">trained_model_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DeployableAlgorithm.trained_model_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -10312,12 +10402,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id186">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id186" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id186" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id187">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id187" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id187" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10457,12 +10547,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeWindowConfig.window_duration">
-<span class="sig-name descname"><span class="pre">window_duration</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowConfig.window_duration" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_duration</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeWindowConfig.window_duration" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TimeWindowConfig.window_from_start">
-<span class="sig-name descname"><span class="pre">window_from_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowConfig.window_from_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_from_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TimeWindowConfig.window_from_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10494,32 +10584,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingMonitorConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingMonitorConfig.timestamp_column">
-<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingMonitorConfig.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.target_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.target_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingMonitorConfig.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingMonitorConfig.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ForecastingMonitorConfig.window_config">
-<span class="sig-name descname"><span class="pre">window_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><span class="pre">TimeWindowConfig</span></a></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.window_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><span class="pre">TimeWindowConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ForecastingMonitorConfig.window_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10547,12 +10637,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.StdDevThreshold.threshold_type">
-<span class="sig-name descname"><span class="pre">threshold_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.StdDevThresholdType" title="abacusai.api_class.enums.StdDevThresholdType"><span class="pre">abacusai.api_class.enums.StdDevThresholdType</span></a></em><a class="headerlink" href="#abacusai.api_class.StdDevThreshold.threshold_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.StdDevThresholdType" title="abacusai.api_class.enums.StdDevThresholdType"><span class="pre">abacusai.api_class.enums.StdDevThresholdType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.StdDevThreshold.threshold_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.StdDevThreshold.value">
-<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.StdDevThreshold.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.StdDevThreshold.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10580,12 +10670,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ItemAttributesStdDevThreshold.lower_bound">
-<span class="sig-name descname"><span class="pre">lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.StdDevThreshold" title="abacusai.api_class.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><a class="headerlink" href="#abacusai.api_class.ItemAttributesStdDevThreshold.lower_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.StdDevThreshold" title="abacusai.api_class.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ItemAttributesStdDevThreshold.lower_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ItemAttributesStdDevThreshold.upper_bound">
-<span class="sig-name descname"><span class="pre">upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.StdDevThreshold" title="abacusai.api_class.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><a class="headerlink" href="#abacusai.api_class.ItemAttributesStdDevThreshold.upper_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.StdDevThreshold" title="abacusai.api_class.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ItemAttributesStdDevThreshold.upper_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10617,32 +10707,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RestrictFeatureMappings.feature_name">
-<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RestrictFeatureMappings.restricted_feature_values">
-<span class="sig-name descname"><span class="pre">restricted_feature_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.restricted_feature_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">restricted_feature_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.restricted_feature_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RestrictFeatureMappings.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RestrictFeatureMappings.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RestrictFeatureMappings.min_value">
-<span class="sig-name descname"><span class="pre">min_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.min_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">min_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.min_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RestrictFeatureMappings.max_value">
-<span class="sig-name descname"><span class="pre">max_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.max_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.RestrictFeatureMappings.max_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10674,32 +10764,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorFilteringConfig.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorFilteringConfig.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorFilteringConfig.restrict_feature_mappings">
-<span class="sig-name descname"><span class="pre">restrict_feature_mappings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.RestrictFeatureMappings" title="abacusai.api_class.RestrictFeatureMappings"><span class="pre">RestrictFeatureMappings</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.restrict_feature_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">restrict_feature_mappings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.RestrictFeatureMappings" title="abacusai.api_class.RestrictFeatureMappings"><span class="pre">RestrictFeatureMappings</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.restrict_feature_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorFilteringConfig.target_class">
-<span class="sig-name descname"><span class="pre">target_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.target_class" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.target_class" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorFilteringConfig.train_target_feature">
-<span class="sig-name descname"><span class="pre">train_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.train_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.train_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorFilteringConfig.prediction_target_feature">
-<span class="sig-name descname"><span class="pre">prediction_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.prediction_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorFilteringConfig.prediction_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10720,12 +10810,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id204">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id204" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id204" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id205">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id205" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id205" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10870,7 +10960,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for alert condition configs</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AlertConditionConfig.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><a class="headerlink" href="#abacusai.api_class.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10892,7 +10982,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AccuracyBelowThresholdConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.AccuracyBelowThresholdConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AccuracyBelowThresholdConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10919,22 +11009,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureDriftConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureDriftConditionConfig.feature_names">
-<span class="sig-name descname"><span class="pre">feature_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.feature_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureDriftConditionConfig.feature_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10959,12 +11049,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TargetDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.TargetDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TargetDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.TargetDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.TargetDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.TargetDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10989,12 +11079,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.HistoryLengthDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.HistoryLengthDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.HistoryLengthDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.HistoryLengthDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.HistoryLengthDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.HistoryLengthDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11019,12 +11109,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataIntegrityViolationConditionConfig.data_integrity_type">
-<span class="sig-name descname"><span class="pre">data_integrity_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType" title="abacusai.api_class.enums.DataIntegrityViolationType"><span class="pre">abacusai.api_class.enums.DataIntegrityViolationType</span></a></em><a class="headerlink" href="#abacusai.api_class.DataIntegrityViolationConditionConfig.data_integrity_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType" title="abacusai.api_class.enums.DataIntegrityViolationType"><span class="pre">abacusai.api_class.enums.DataIntegrityViolationType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataIntegrityViolationConditionConfig.data_integrity_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DataIntegrityViolationConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.DataIntegrityViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DataIntegrityViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11050,17 +11140,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.BiasViolationConditionConfig.bias_type">
-<span class="sig-name descname"><span class="pre">bias_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.BiasType" title="abacusai.api_class.enums.BiasType"><span class="pre">abacusai.api_class.enums.BiasType</span></a></em><a class="headerlink" href="#abacusai.api_class.BiasViolationConditionConfig.bias_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bias_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.BiasType" title="abacusai.api_class.enums.BiasType"><span class="pre">abacusai.api_class.enums.BiasType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.BiasViolationConditionConfig.bias_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.BiasViolationConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.BiasViolationConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.BiasViolationConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.BiasViolationConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.BiasViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.BiasViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11083,17 +11173,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 :type aggregation_type: str</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictionCountConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictionCountConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictionCountConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictionCountConditionConfig.aggregation_window">
-<span class="sig-name descname"><span class="pre">aggregation_window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictionCountConditionConfig.aggregation_window" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictionCountConditionConfig.aggregation_window" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PredictionCountConditionConfig.aggregation_type">
-<span class="sig-name descname"><span class="pre">aggregation_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PredictionCountConditionConfig.aggregation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PredictionCountConditionConfig.aggregation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11138,7 +11228,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for alert action configs</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.AlertActionConfig.action_type">
-<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><a class="headerlink" href="#abacusai.api_class.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11163,12 +11253,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.EmailActionConfig.email_recipients">
-<span class="sig-name descname"><span class="pre">email_recipients</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.EmailActionConfig.email_recipients" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email_recipients</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.EmailActionConfig.email_recipients" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.EmailActionConfig.email_body">
-<span class="sig-name descname"><span class="pre">email_body</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.EmailActionConfig.email_body" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email_body</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.EmailActionConfig.email_body" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11216,17 +11306,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorThresholdConfig.drift_type">
-<span class="sig-name descname"><span class="pre">drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorThresholdConfig.drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorThresholdConfig.drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorThresholdConfig.at_risk_threshold">
-<span class="sig-name descname"><span class="pre">at_risk_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorThresholdConfig.at_risk_threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">at_risk_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorThresholdConfig.at_risk_threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.MonitorThresholdConfig.severely_drifting_threshold">
-<span class="sig-name descname"><span class="pre">severely_drifting_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.MonitorThresholdConfig.severely_drifting_threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">severely_drifting_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.MonitorThresholdConfig.severely_drifting_threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11247,12 +11337,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id223">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id223" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id223" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id224">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id224" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id224" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11411,12 +11501,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureMappingConfig.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.FeatureMappingConfig.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureMappingConfig.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureMappingConfig.nested_feature_name">
-<span class="sig-name descname"><span class="pre">nested_feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.FeatureMappingConfig.nested_feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureMappingConfig.nested_feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -11442,7 +11532,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">
-<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_group_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_group_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -11490,17 +11580,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ConstraintConfig.enforcement">
-<span class="sig-name descname"><span class="pre">enforcement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.api_class.ConstraintConfig.enforcement" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enforcement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ConstraintConfig.enforcement" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ConstraintConfig.code">
-<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.api_class.ConstraintConfig.code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ConstraintConfig.code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ConstraintConfig.penalty">
-<span class="sig-name descname"><span class="pre">penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.api_class.ConstraintConfig.penalty" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ConstraintConfig.penalty" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -11512,7 +11602,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for project feature group configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ProjectFeatureGroupConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><a class="headerlink" href="#abacusai.api_class.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11597,12 +11687,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id242">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id242" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id242" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id243">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id243" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id243" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11722,27 +11812,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PythonFunctionArgument.variable_type">
-<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PythonFunctionArgument.name">
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PythonFunctionArgument.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PythonFunctionArgument.value">
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+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.PythonFunctionArgument.pipeline_variable">
-<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -11762,12 +11852,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType" title="abacusai.api_class.enums.PythonFunctionOutputArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionOutputArgumentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OutputVariableMapping.variable_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.OutputVariableMapping.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.OutputVariableMapping.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.OutputVariableMapping.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -11780,12 +11870,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
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+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id256" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id257">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id257" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id257" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11930,7 +12020,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for feature group exports.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FeatureGroupExportConfig.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ConnectorType" title="abacusai.api_class.enums.ConnectorType"><span class="pre">abacusai.api_class.enums.ConnectorType</span></a></em><a class="headerlink" href="#abacusai.api_class.FeatureGroupExportConfig.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.ConnectorType" title="abacusai.api_class.enums.ConnectorType"><span class="pre">abacusai.api_class.enums.ConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FeatureGroupExportConfig.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11955,12 +12045,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.api_class.FileConnectorExportConfig.location">
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+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FileConnectorExportConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.FileConnectorExportConfig.export_file_format">
-<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.FileConnectorExportConfig.export_file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.FileConnectorExportConfig.export_file_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11997,32 +12087,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.api_class.DatabaseConnectorExportConfig.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DatabaseConnectorExportConfig.mode">
-<span class="sig-name descname"><span class="pre">mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.DatabaseConnectorExportConfig.object_name">
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+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.object_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.DatabaseConnectorExportConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DatabaseConnectorExportConfig.additional_id_columns">
-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DatabaseConnectorExportConfig.data_columns">
-<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.data_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatabaseConnectorExportConfig.data_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -12071,12 +12161,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="id275">
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+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id275" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id276">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id276" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id276" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
diff --git a/docs/autoapi/abacusai/api_class/model/index.html b/docs/autoapi/abacusai/api_class/model/index.html
index 17e58d67..86a2bdae 100644
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+++ b/docs/autoapi/abacusai/api_class/model/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -408,12 +409,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for the training config options used to train the model.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TrainingConfig._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TrainingConfig._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -423,12 +424,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TrainingConfig.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TrainingConfig.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -489,192 +490,192 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.objective">
-<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.objective" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.objective" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.sort_objective">
-<span class="sig-name descname"><span class="pre">sort_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.sort_objective" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sort_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.sort_objective" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.training_mode">
-<span class="sig-name descname"><span class="pre">training_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode" title="abacusai.api_class.enums.PersonalizationTrainingMode"><span class="pre">abacusai.api_class.enums.PersonalizationTrainingMode</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.training_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode" title="abacusai.api_class.enums.PersonalizationTrainingMode"><span class="pre">abacusai.api_class.enums.PersonalizationTrainingMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.training_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.target_action_types">
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+<span class="sig-name descname"><span class="pre">target_action_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.target_action_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.target_action_weights">
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+<span class="sig-name descname"><span class="pre">target_action_weights</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.target_action_weights" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.session_event_types">
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+<span class="sig-name descname"><span class="pre">session_event_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.session_event_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.recent_days_for_training">
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+<span class="sig-name descname"><span class="pre">recent_days_for_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.recent_days_for_training" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.training_start_date">
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+<span class="sig-name descname"><span class="pre">training_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.training_start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.test_on_user_split">
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+<span class="sig-name descname"><span class="pre">test_on_user_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.test_on_user_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">test_split_on_last_k_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.test_split_on_last_k_items" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.test_last_items_length">
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+<span class="sig-name descname"><span class="pre">test_window_length_hours</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.test_window_length_hours" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">explicit_time_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.explicit_time_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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-<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">full_data_retraining</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.full_data_retraining" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">full_data_retraining</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.full_data_retraining" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">sequential_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.sequential_training" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sequential_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.sequential_training" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">optimized_event_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.optimized_event_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">optimized_event_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.optimized_event_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.disable_transformer">
-<span class="sig-name descname"><span class="pre">disable_transformer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.disable_transformer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_transformer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.disable_transformer" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.disable_gpu">
-<span class="sig-name descname"><span class="pre">disable_gpu</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.disable_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_gpu</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.disable_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">filter_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.filter_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">filter_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.filter_history" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">action_types_exclusion_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.action_types_exclusion_days" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_types_exclusion_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.action_types_exclusion_days" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">max_history_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.max_history_length" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_history_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.max_history_length" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">compute_rerank_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.compute_rerank_metrics" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">add_time_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.add_time_features" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">add_time_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.add_time_features" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">disable_timestamp_scalar_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.disable_timestamp_scalar_features" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_timestamp_scalar_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.disable_timestamp_scalar_features" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">compute_session_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.compute_session_metrics" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.query_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.query_column" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">item_query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.item_query_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">item_query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.item_query_column" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">use_user_id_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.use_user_id_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">session_dedupe_mins</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.session_dedupe_mins" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">include_item_id_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.include_item_id_feature" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">max_user_history_len_percentile</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.max_user_history_len_percentile" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.model.PersonalizationTrainingConfig.downsample_item_popularity_percentile">
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+<span class="sig-name descname"><span class="pre">downsample_item_popularity_percentile</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.downsample_item_popularity_percentile" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">min_item_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.PersonalizationTrainingConfig.min_item_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -743,227 +744,227 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.RegressionObjective" title="abacusai.api_class.enums.RegressionObjective"><span class="pre">abacusai.api_class.enums.RegressionObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.objective" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.api_class.model.RegressionTrainingConfig.sort_objective">
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+<span class="sig-name descname"><span class="pre">sort_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.RegressionObjective" title="abacusai.api_class.enums.RegressionObjective"><span class="pre">abacusai.api_class.enums.RegressionObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.sort_objective" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">tree_hpo_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.RegressionTreeHPOMode" title="abacusai.api_class.enums.RegressionTreeHPOMode"><span class="pre">abacusai.api_class.enums.RegressionTreeHPOMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.tree_hpo_mode" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">partial_dependence_analysis</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PartialDependenceAnalysis" title="abacusai.api_class.enums.PartialDependenceAnalysis"><span class="pre">abacusai.api_class.enums.PartialDependenceAnalysis</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.partial_dependence_analysis" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">type_of_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit" title="abacusai.api_class.enums.RegressionTypeOfSplit"><span class="pre">abacusai.api_class.enums.RegressionTypeOfSplit</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.type_of_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.test_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">disable_test_val_fold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.disable_test_val_fold" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">k_fold_cross_validation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.k_fold_cross_validation" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">augmentation_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.RegressionAugmentationStrategy" title="abacusai.api_class.enums.RegressionAugmentationStrategy"><span class="pre">abacusai.api_class.enums.RegressionAugmentationStrategy</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.augmentation_strategy" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">training_rows_downsample_ratio</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.training_rows_downsample_ratio" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">min_categorical_count</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.min_categorical_count" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">pretrained_llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.pretrained_llm_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">is_multilingual</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.is_multilingual" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">max_tokens_in_sentence</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.max_tokens_in_sentence" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">truncation_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.truncation_strategy" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">loss_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.RegressionLossFunction" title="abacusai.api_class.enums.RegressionLossFunction"><span class="pre">abacusai.api_class.enums.RegressionLossFunction</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.loss_function" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">loss_parameters</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.loss_parameters" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">monotonically_increasing_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.RegressionTrainingConfig.monotonically_increasing_features" title="Link to this definition"></a></dt>
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 <dl class="py method">
@@ -1049,317 +1050,317 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">probability_quantiles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.probability_quantiles" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">backtesting_window_step_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.backtesting_window_step_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">experimentation_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ExperimentationMode" title="abacusai.api_class.enums.ExperimentationMode"><span class="pre">abacusai.api_class.enums.ExperimentationMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.experimentation_mode" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">recurrent_units</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.recurrent_units" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">convolutional_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.convolutional_layers" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">local_scaling_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling" title="abacusai.api_class.enums.ForecastingLocalScaling"><span class="pre">abacusai.api_class.enums.ForecastingLocalScaling</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.local_scaling_mode" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">zero_predictor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.zero_predictor" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">skip_missing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.skip_missing" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.batch_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_renormalization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.batch_renormalization" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">prediction_step_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.prediction_step_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">number_of_samples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.number_of_samples" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">use_log_transforms</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.use_log_transforms" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">smooth_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.smooth_history" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">local_scale_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.local_scale_target" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ForecastingTrainingConfig.use_clipping">
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+<span class="sig-name descname"><span class="pre">use_clipping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.use_clipping" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">timeseries_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.timeseries_weight_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">item_attributes_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.item_attributes_weight_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">use_timeseries_weights_in_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.use_timeseries_weights_in_objective" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">use_item_weights_in_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.use_item_weights_in_objective" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">skip_timeseries_weight_scaling</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.skip_timeseries_weight_scaling" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">timeseries_loss_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.timeseries_loss_weight_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeseries_loss_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.timeseries_loss_weight_column" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">use_item_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.use_item_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_item_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.use_item_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">use_all_item_totals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.use_all_item_totals" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">handle_zeros_as_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.handle_zeros_as_missing_values" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">enable_clustering</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.enable_clustering" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ForecastingTrainingConfig.custom_metrics">
-<span class="sig-name descname"><span class="pre">custom_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.custom_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.custom_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ForecastingTrainingConfig.return_fractional_forecasts">
-<span class="sig-name descname"><span class="pre">return_fractional_forecasts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.return_fractional_forecasts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">return_fractional_forecasts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.return_fractional_forecasts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ForecastingTrainingConfig.allow_training_with_small_history">
-<span class="sig-name descname"><span class="pre">allow_training_with_small_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.allow_training_with_small_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">allow_training_with_small_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ForecastingTrainingConfig.allow_training_with_small_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1460,32 +1461,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.abacus_internal_model">
-<span class="sig-name descname"><span class="pre">abacus_internal_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.abacus_internal_model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">abacus_internal_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.abacus_internal_model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.larger_embeddings">
-<span class="sig-name descname"><span class="pre">larger_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.larger_embeddings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">larger_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.larger_embeddings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.search_chunk_size">
-<span class="sig-name descname"><span class="pre">search_chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.search_chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.search_chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.index_fraction">
-<span class="sig-name descname"><span class="pre">index_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.index_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.index_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1541,177 +1542,177 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.document_retrievers">
-<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.document_retrievers" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.document_retrievers" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.retrieval_columns">
-<span class="sig-name descname"><span class="pre">retrieval_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.retrieval_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">retrieval_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.retrieval_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.filter_columns">
-<span class="sig-name descname"><span class="pre">filter_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.filter_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">filter_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.filter_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.include_general_knowledge">
-<span class="sig-name descname"><span class="pre">include_general_knowledge</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.include_general_knowledge" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_general_knowledge</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.include_general_knowledge" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.enable_web_search">
-<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_web_search" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_web_search" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.behavior_instructions">
-<span class="sig-name descname"><span class="pre">behavior_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.behavior_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">behavior_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.behavior_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.response_instructions">
-<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.response_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.response_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.enable_llm_rewrite">
-<span class="sig-name descname"><span class="pre">enable_llm_rewrite</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_llm_rewrite" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_llm_rewrite</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_llm_rewrite" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.column_filtering_instructions">
-<span class="sig-name descname"><span class="pre">column_filtering_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.column_filtering_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_filtering_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.column_filtering_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.keyword_requirement_instructions">
-<span class="sig-name descname"><span class="pre">keyword_requirement_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.keyword_requirement_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_requirement_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.keyword_requirement_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">query_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.query_rewrite_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.query_rewrite_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.max_search_results">
-<span class="sig-name descname"><span class="pre">max_search_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.max_search_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_search_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.max_search_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.data_feature_group_ids">
-<span class="sig-name descname"><span class="pre">data_feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_context">
-<span class="sig-name descname"><span class="pre">data_prompt_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_table_context">
-<span class="sig-name descname"><span class="pre">data_prompt_table_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_table_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_table_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_table_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_column_context">
-<span class="sig-name descname"><span class="pre">data_prompt_column_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_column_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_column_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_column_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.hide_sql_and_code">
-<span class="sig-name descname"><span class="pre">hide_sql_and_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.hide_sql_and_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hide_sql_and_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.hide_sql_and_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.disable_data_summarization">
-<span class="sig-name descname"><span class="pre">disable_data_summarization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.disable_data_summarization" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_data_summarization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.disable_data_summarization" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.data_columns_to_ignore">
-<span class="sig-name descname"><span class="pre">data_columns_to_ignore</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_columns_to_ignore" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns_to_ignore</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.data_columns_to_ignore" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.include_bm25_retrieval">
-<span class="sig-name descname"><span class="pre">include_bm25_retrieval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.include_bm25_retrieval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_bm25_retrieval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.include_bm25_retrieval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_tables">
-<span class="sig-name descname"><span class="pre">database_connector_tables</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_tables</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_tables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.enable_code_execution">
-<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_code_execution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_code_execution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.metadata_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.metadata_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.lookup_rewrite_instructions">
-<span class="sig-name descname"><span class="pre">lookup_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.lookup_rewrite_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.lookup_rewrite_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.enable_response_caching">
-<span class="sig-name descname"><span class="pre">enable_response_caching</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_response_caching" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_response_caching</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_response_caching" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.unknown_answer_phrase">
-<span class="sig-name descname"><span class="pre">unknown_answer_phrase</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.unknown_answer_phrase" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">unknown_answer_phrase</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.unknown_answer_phrase" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.enable_tool_bar">
-<span class="sig-name descname"><span class="pre">enable_tool_bar</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_tool_bar" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_tool_bar</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_tool_bar" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.enable_inline_source_citations">
-<span class="sig-name descname"><span class="pre">enable_inline_source_citations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_inline_source_citations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_inline_source_citations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.enable_inline_source_citations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.response_format">
-<span class="sig-name descname"><span class="pre">response_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.response_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.response_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.json_response_instructions">
-<span class="sig-name descname"><span class="pre">json_response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.json_response_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">json_response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.json_response_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ChatLLMTrainingConfig.json_response_schema">
-<span class="sig-name descname"><span class="pre">json_response_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.json_response_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">json_response_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ChatLLMTrainingConfig.json_response_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1737,17 +1738,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1772,12 +1773,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.SentimentDetectionTrainingConfig.sentiment_type">
-<span class="sig-name descname"><span class="pre">sentiment_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.SentimentType" title="abacusai.api_class.enums.SentimentType"><span class="pre">abacusai.api_class.enums.SentimentType</span></a></em><a class="headerlink" href="#abacusai.api_class.model.SentimentDetectionTrainingConfig.sentiment_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sentiment_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.SentimentType" title="abacusai.api_class.enums.SentimentType"><span class="pre">abacusai.api_class.enums.SentimentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.SentimentDetectionTrainingConfig.sentiment_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.SentimentDetectionTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.SentimentDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.SentimentDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1802,12 +1803,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.api_class.model.DocumentClassificationTrainingConfig.zero_shot_hypotheses">
-<span class="sig-name descname"><span class="pre">zero_shot_hypotheses</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentClassificationTrainingConfig.zero_shot_hypotheses" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">zero_shot_hypotheses</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentClassificationTrainingConfig.zero_shot_hypotheses" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.model.DocumentClassificationTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.DocumentClassificationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentClassificationTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1833,17 +1834,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.api_class.model.DocumentSummarizationTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.DocumentSummarizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentSummarizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentSummarizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.DocumentSummarizationTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentSummarizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1869,17 +1870,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.DocumentVisualizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentVisualizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.DocumentVisualizationTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.DocumentVisualizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentVisualizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.DocumentVisualizationTrainingConfig.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><a class="headerlink" href="#abacusai.api_class.model.DocumentVisualizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DocumentVisualizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1901,7 +1902,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ClusteringTrainingConfig.num_clusters_selection">
-<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ClusteringTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ClusteringTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1926,12 +1927,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.num_clusters_selection">
-<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.imputation">
-<span class="sig-name descname"><span class="pre">imputation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod" title="abacusai.api_class.enums.ClusteringImputationMethod"><span class="pre">abacusai.api_class.enums.ClusteringImputationMethod</span></a></em><a class="headerlink" href="#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.imputation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">imputation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod" title="abacusai.api_class.enums.ClusteringImputationMethod"><span class="pre">abacusai.api_class.enums.ClusteringImputationMethod</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.imputation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1953,7 +1954,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.EventAnomalyTrainingConfig.anomaly_fraction">
-<span class="sig-name descname"><span class="pre">anomaly_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.EventAnomalyTrainingConfig.anomaly_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">anomaly_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.EventAnomalyTrainingConfig.anomaly_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1981,57 +1982,63 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>anomaly_type</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly" title="abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly"><em>TimeseriesAnomalyTypeOfAnomaly</em></a>) – select what kind of peaks to detect as anomalies</p></li>
 <li><p><strong>hyperparameter_calculation_with_heuristics</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic" title="abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic"><em>TimeseriesAnomalyUseHeuristic</em></a>) – Enable heuristic calculation to get hyperparameters for the model</p></li>
 <li><p><strong>threshold_score</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a>) – Threshold score for anomaly detection</p></li>
+<li><p><strong>additional_anomaly_ids</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em>) – List of categorical columns that can act as multi-identifier</p></li>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.type_of_split">
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+<span class="sig-name descname"><span class="pre">type_of_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType" title="abacusai.api_class.enums.TimeseriesAnomalyDataSplitType"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyDataSplitType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.type_of_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_start">
-<span class="sig-name descname"><span class="pre">test_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.fill_missing_values">
-<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values">
-<span class="sig-name descname"><span class="pre">handle_zeros_as_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">handle_zeros_as_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.timeseries_frequency">
-<span class="sig-name descname"><span class="pre">timeseries_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.timeseries_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeseries_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.timeseries_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region">
-<span class="sig-name descname"><span class="pre">min_samples_in_normal_region</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">min_samples_in_normal_region</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.anomaly_type">
-<span class="sig-name descname"><span class="pre">anomaly_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly" title="abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.anomaly_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">anomaly_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly" title="abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.anomaly_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">
-<span class="sig-name descname"><span class="pre">hyperparameter_calculation_with_heuristics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic" title="abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hyperparameter_calculation_with_heuristics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic" title="abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.threshold_score">
-<span class="sig-name descname"><span class="pre">threshold_score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.threshold_score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold_score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.threshold_score" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids">
+<span class="sig-name descname"><span class="pre">additional_anomaly_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2060,32 +2067,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CumulativeForecastingTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CumulativeForecastingTrainingConfig.historical_frequency">
-<span class="sig-name descname"><span class="pre">historical_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.historical_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">historical_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.historical_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">
-<span class="sig-name descname"><span class="pre">cumulative_prediction_lengths</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cumulative_prediction_lengths</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_input_transform">
-<span class="sig-name descname"><span class="pre">skip_input_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_input_transform" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">skip_input_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_input_transform" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_target_transform">
-<span class="sig-name descname"><span class="pre">skip_target_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_target_transform" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">skip_target_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_target_transform" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CumulativeForecastingTrainingConfig.predict_residuals">
-<span class="sig-name descname"><span class="pre">predict_residuals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.predict_residuals" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_residuals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CumulativeForecastingTrainingConfig.predict_residuals" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2123,32 +2130,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.AIAgentTrainingConfig.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.AIAgentTrainingConfig.agent_interface">
-<span class="sig-name descname"><span class="pre">agent_interface</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><span class="pre">abacusai.api_class.enums.AgentInterface</span></a></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_interface" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_interface</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><span class="pre">abacusai.api_class.enums.AgentInterface</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_interface" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.AIAgentTrainingConfig.agent_connectors">
-<span class="sig-name descname"><span class="pre">agent_connectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_connectors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_connectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_connectors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.AIAgentTrainingConfig.enable_binary_input">
-<span class="sig-name descname"><span class="pre">enable_binary_input</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.enable_binary_input" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_binary_input</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.enable_binary_input" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.AIAgentTrainingConfig.agent_input_schema">
-<span class="sig-name descname"><span class="pre">agent_input_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_input_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_input_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_input_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.AIAgentTrainingConfig.agent_output_schema">
-<span class="sig-name descname"><span class="pre">agent_output_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_output_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_output_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.AIAgentTrainingConfig.agent_output_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2177,32 +2184,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_catalog_size">
-<span class="sig-name descname"><span class="pre">max_catalog_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_catalog_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_catalog_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_catalog_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_dimension">
-<span class="sig-name descname"><span class="pre">max_dimension</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_dimension" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_dimension</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_dimension" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CustomTrainedModelTrainingConfig.index_output_path">
-<span class="sig-name descname"><span class="pre">index_output_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.index_output_path" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_output_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.index_output_path" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CustomTrainedModelTrainingConfig.docker_image_uri">
-<span class="sig-name descname"><span class="pre">docker_image_uri</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.docker_image_uri" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">docker_image_uri</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.docker_image_uri" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CustomTrainedModelTrainingConfig.service_port">
-<span class="sig-name descname"><span class="pre">service_port</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.service_port" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">service_port</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.service_port" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CustomTrainedModelTrainingConfig.streaming_embeddings">
-<span class="sig-name descname"><span class="pre">streaming_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.streaming_embeddings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CustomTrainedModelTrainingConfig.streaming_embeddings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -2224,7 +2231,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.CustomAlgorithmTrainingConfig.timeout_minutes">
-<span class="sig-name descname"><span class="pre">timeout_minutes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.CustomAlgorithmTrainingConfig.timeout_minutes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout_minutes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.CustomAlgorithmTrainingConfig.timeout_minutes" title="Link to this definition"></a></dt>
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 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DeployableAlgorithm.algorithm" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DeployableAlgorithm.name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.model.DeployableAlgorithm.only_offline_deployable" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">window_duration</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.TimeWindowConfig.window_duration" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.ForecastingMonitorConfig.id_column" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.ForecastingMonitorConfig.timestamp_column" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.ForecastingMonitorConfig.end_time" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">threshold_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.StdDevThresholdType" title="abacusai.api_class.enums.StdDevThresholdType"><span class="pre">abacusai.api_class.enums.StdDevThresholdType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.StdDevThreshold.threshold_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.StdDevThreshold.value" title="Link to this definition"></a></dt>
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@@ -485,12 +486,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.api_class.monitor.StdDevThreshold" title="abacusai.api_class.monitor.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.ItemAttributesStdDevThreshold.lower_bound" title="Link to this definition"></a></dt>
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 <dd></dd></dl>
 
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@@ -522,32 +523,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.RestrictFeatureMappings.restricted_feature_values">
-<span class="sig-name descname"><span class="pre">restricted_feature_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.restricted_feature_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">restricted_feature_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.restricted_feature_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.RestrictFeatureMappings.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.RestrictFeatureMappings.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.RestrictFeatureMappings.min_value">
-<span class="sig-name descname"><span class="pre">min_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.min_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">min_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.min_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.RestrictFeatureMappings.max_value">
-<span class="sig-name descname"><span class="pre">max_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.max_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.RestrictFeatureMappings.max_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -579,32 +580,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
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 <dt class="sig sig-object py" id="abacusai.api_class.monitor.MonitorFilteringConfig.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.MonitorFilteringConfig.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.MonitorFilteringConfig.restrict_feature_mappings">
-<span class="sig-name descname"><span class="pre">restrict_feature_mappings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.monitor.RestrictFeatureMappings" title="abacusai.api_class.monitor.RestrictFeatureMappings"><span class="pre">RestrictFeatureMappings</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.restrict_feature_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">restrict_feature_mappings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.api_class.monitor.RestrictFeatureMappings" title="abacusai.api_class.monitor.RestrictFeatureMappings"><span class="pre">RestrictFeatureMappings</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.restrict_feature_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.MonitorFilteringConfig.target_class">
-<span class="sig-name descname"><span class="pre">target_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.target_class" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.target_class" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.MonitorFilteringConfig.train_target_feature">
-<span class="sig-name descname"><span class="pre">train_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.train_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.train_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor.MonitorFilteringConfig.prediction_target_feature">
-<span class="sig-name descname"><span class="pre">prediction_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.prediction_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor.MonitorFilteringConfig.prediction_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
diff --git a/docs/autoapi/abacusai/api_class/monitor_alert/index.html b/docs/autoapi/abacusai/api_class/monitor_alert/index.html
index 16e7a555..b241a8cd 100644
--- a/docs/autoapi/abacusai/api_class/monitor_alert/index.html
+++ b/docs/autoapi/abacusai/api_class/monitor_alert/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -375,7 +376,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for alert condition configs</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.AlertConditionConfig.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -397,7 +398,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -424,22 +425,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_names">
-<span class="sig-name descname"><span class="pre">feature_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -464,12 +465,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.TargetDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.TargetDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -494,12 +495,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -524,12 +525,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.data_integrity_type">
-<span class="sig-name descname"><span class="pre">data_integrity_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType" title="abacusai.api_class.enums.DataIntegrityViolationType"><span class="pre">abacusai.api_class.enums.DataIntegrityViolationType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.data_integrity_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType" title="abacusai.api_class.enums.DataIntegrityViolationType"><span class="pre">abacusai.api_class.enums.DataIntegrityViolationType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.data_integrity_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -555,17 +556,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.BiasViolationConditionConfig.bias_type">
-<span class="sig-name descname"><span class="pre">bias_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BiasType" title="abacusai.api_class.enums.BiasType"><span class="pre">abacusai.api_class.enums.BiasType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.bias_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bias_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.BiasType" title="abacusai.api_class.enums.BiasType"><span class="pre">abacusai.api_class.enums.BiasType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.bias_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.BiasViolationConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.BiasViolationConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -588,17 +589,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 :type aggregation_type: str</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.PredictionCountConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_window">
-<span class="sig-name descname"><span class="pre">aggregation_window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_window" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_window" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_type">
-<span class="sig-name descname"><span class="pre">aggregation_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -643,7 +644,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for alert action configs</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.AlertActionConfig.action_type">
-<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -668,12 +669,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.EmailActionConfig.email_recipients">
-<span class="sig-name descname"><span class="pre">email_recipients</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.EmailActionConfig.email_recipients" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email_recipients</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.EmailActionConfig.email_recipients" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.EmailActionConfig.email_body">
-<span class="sig-name descname"><span class="pre">email_body</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.EmailActionConfig.email_body" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email_body</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.EmailActionConfig.email_body" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -721,17 +722,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.MonitorThresholdConfig.drift_type">
-<span class="sig-name descname"><span class="pre">drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.MonitorThresholdConfig.drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.MonitorThresholdConfig.drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.MonitorThresholdConfig.at_risk_threshold">
-<span class="sig-name descname"><span class="pre">at_risk_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.MonitorThresholdConfig.at_risk_threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">at_risk_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.MonitorThresholdConfig.at_risk_threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.monitor_alert.MonitorThresholdConfig.severely_drifting_threshold">
-<span class="sig-name descname"><span class="pre">severely_drifting_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.MonitorThresholdConfig.severely_drifting_threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">severely_drifting_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.monitor_alert.MonitorThresholdConfig.severely_drifting_threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/api_class/project/index.html b/docs/autoapi/abacusai/api_class/project/index.html
index 38f696ba..bd4a8d46 100644
--- a/docs/autoapi/abacusai/api_class/project/index.html
+++ b/docs/autoapi/abacusai/api_class/project/index.html
@@ -82,6 +82,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -371,12 +372,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.project.FeatureMappingConfig.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.project.FeatureMappingConfig.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.project.FeatureMappingConfig.nested_feature_name">
-<span class="sig-name descname"><span class="pre">nested_feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.project.FeatureMappingConfig.nested_feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.project.FeatureMappingConfig.nested_feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -402,7 +403,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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-<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_group_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_group_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -450,17 +451,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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 <dt class="sig sig-object py" id="abacusai.api_class.project.ConstraintConfig.enforcement">
-<span class="sig-name descname"><span class="pre">enforcement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.api_class.project.ConstraintConfig.enforcement" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enforcement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.project.ConstraintConfig.enforcement" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.project.ConstraintConfig.code">
-<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.api_class.project.ConstraintConfig.code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.project.ConstraintConfig.code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.project.ConstraintConfig.penalty">
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+<span class="sig-name descname"><span class="pre">penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.project.ConstraintConfig.penalty" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -472,7 +473,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for project feature group configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.project.ProjectFeatureGroupConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><a class="headerlink" href="#abacusai.api_class.project.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.project.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/api_class/python_functions/index.html b/docs/autoapi/abacusai/api_class/python_functions/index.html
index 7c013f81..b9624ba7 100644
--- a/docs/autoapi/abacusai/api_class/python_functions/index.html
+++ b/docs/autoapi/abacusai/api_class/python_functions/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,27 +354,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.api_class.python_functions.PythonFunctionArgument.variable_type">
-<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.python_functions.PythonFunctionArgument.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.python_functions.PythonFunctionArgument.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.python_functions.PythonFunctionArgument.value">
-<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.api_class.python_functions.PythonFunctionArgument.pipeline_variable">
-<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -393,12 +394,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType" title="abacusai.api_class.enums.PythonFunctionOutputArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionOutputArgumentType</span></a></em><a class="headerlink" href="#abacusai.api_class.python_functions.OutputVariableMapping.variable_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType" title="abacusai.api_class.enums.PythonFunctionOutputArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionOutputArgumentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.OutputVariableMapping.variable_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.python_functions.OutputVariableMapping.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.python_functions.OutputVariableMapping.name" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/api_class/refresh/index.html b/docs/autoapi/abacusai/api_class/refresh/index.html
index ffa95cd8..7b728036 100644
--- a/docs/autoapi/abacusai/api_class/refresh/index.html
+++ b/docs/autoapi/abacusai/api_class/refresh/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,7 +349,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>An abstract class for feature group exports.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.FeatureGroupExportConfig.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ConnectorType" title="abacusai.api_class.enums.ConnectorType"><span class="pre">abacusai.api_class.enums.ConnectorType</span></a></em><a class="headerlink" href="#abacusai.api_class.refresh.FeatureGroupExportConfig.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.ConnectorType" title="abacusai.api_class.enums.ConnectorType"><span class="pre">abacusai.api_class.enums.ConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.FeatureGroupExportConfig.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -373,12 +374,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.FileConnectorExportConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.refresh.FileConnectorExportConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.FileConnectorExportConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.FileConnectorExportConfig.export_file_format">
-<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.refresh.FileConnectorExportConfig.export_file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.FileConnectorExportConfig.export_file_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -415,32 +416,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.DatabaseConnectorExportConfig.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.DatabaseConnectorExportConfig.mode">
-<span class="sig-name descname"><span class="pre">mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.DatabaseConnectorExportConfig.object_name">
-<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.object_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.object_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.DatabaseConnectorExportConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.DatabaseConnectorExportConfig.additional_id_columns">
-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.refresh.DatabaseConnectorExportConfig.data_columns">
-<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.data_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.refresh.DatabaseConnectorExportConfig.data_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
diff --git a/docs/autoapi/abacusai/api_class/segments/index.html b/docs/autoapi/abacusai/api_class/segments/index.html
index 8de045dd..c12d63cf 100644
--- a/docs/autoapi/abacusai/api_class/segments/index.html
+++ b/docs/autoapi/abacusai/api_class/segments/index.html
@@ -82,6 +82,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/api_client_utils/index.html b/docs/autoapi/abacusai/api_client_utils/index.html
index bf86a729..02ef935f 100644
--- a/docs/autoapi/abacusai/api_client_utils/index.html
+++ b/docs/autoapi/abacusai/api_client_utils/index.html
@@ -81,6 +81,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/api_endpoint/index.html b/docs/autoapi/abacusai/api_endpoint/index.html
index f19c7446..0c6722ad 100644
--- a/docs/autoapi/abacusai/api_endpoint/index.html
+++ b/docs/autoapi/abacusai/api_endpoint/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_endpoint.ApiEndpoint.api_endpoint">
-<span class="sig-name descname"><span class="pre">api_endpoint</span></span><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.api_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.api_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_endpoint.ApiEndpoint.predict_endpoint">
-<span class="sig-name descname"><span class="pre">predict_endpoint</span></span><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.predict_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.predict_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_endpoint.ApiEndpoint.proxy_endpoint">
-<span class="sig-name descname"><span class="pre">proxy_endpoint</span></span><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.proxy_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">proxy_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.proxy_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_endpoint.ApiEndpoint.llm_endpoint">
-<span class="sig-name descname"><span class="pre">llm_endpoint</span></span><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.llm_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.llm_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_endpoint.ApiEndpoint.external_chat_endpoint">
-<span class="sig-name descname"><span class="pre">external_chat_endpoint</span></span><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.external_chat_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_chat_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.external_chat_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_endpoint.ApiEndpoint.dashboard_endpoint">
-<span class="sig-name descname"><span class="pre">dashboard_endpoint</span></span><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.dashboard_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dashboard_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint.dashboard_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/api_key/index.html b/docs/autoapi/abacusai/api_key/index.html
index 97344d96..0e12d407 100644
--- a/docs/autoapi/abacusai/api_key/index.html
+++ b/docs/autoapi/abacusai/api_key/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.api_key_id">
-<span class="sig-name descname"><span class="pre">api_key_id</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.api_key_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_key_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.api_key_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.api_key">
-<span class="sig-name descname"><span class="pre">api_key</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.api_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.api_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.api_key_suffix">
-<span class="sig-name descname"><span class="pre">api_key_suffix</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.api_key_suffix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_key_suffix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.api_key_suffix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.tag">
-<span class="sig-name descname"><span class="pre">tag</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.tag" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.tag" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.expires_at">
-<span class="sig-name descname"><span class="pre">expires_at</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.expires_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expires_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.expires_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey.is_expired">
-<span class="sig-name descname"><span class="pre">is_expired</span></span><a class="headerlink" href="#abacusai.api_key.ApiKey.is_expired" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_expired</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_key.ApiKey.is_expired" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/app_user_group/index.html b/docs/autoapi/abacusai/app_user_group/index.html
index b42c2e58..5df3a6c0 100644
--- a/docs/autoapi/abacusai/app_user_group/index.html
+++ b/docs/autoapi/abacusai/app_user_group/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,42 +352,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.user_group_id">
-<span class="sig-name descname"><span class="pre">user_group_id</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.user_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.user_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.external_application_ids">
-<span class="sig-name descname"><span class="pre">external_application_ids</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.external_application_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.external_application_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.invited_user_emails">
-<span class="sig-name descname"><span class="pre">invited_user_emails</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.invited_user_emails" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">invited_user_emails</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.invited_user_emails" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.public_user_group">
-<span class="sig-name descname"><span class="pre">public_user_group</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.public_user_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">public_user_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.public_user_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.has_external_application_reporting">
-<span class="sig-name descname"><span class="pre">has_external_application_reporting</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.has_external_application_reporting" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">has_external_application_reporting</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.has_external_application_reporting" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.is_external_service_group">
-<span class="sig-name descname"><span class="pre">is_external_service_group</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.is_external_service_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_external_service_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.is_external_service_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup.external_service_group_id">
-<span class="sig-name descname"><span class="pre">external_service_group_id</span></span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.external_service_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_service_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup.external_service_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/app_user_group_sign_in_token/index.html b/docs/autoapi/abacusai/app_user_group_sign_in_token/index.html
index 4fc1309e..42b45875 100644
--- a/docs/autoapi/abacusai/app_user_group_sign_in_token/index.html
+++ b/docs/autoapi/abacusai/app_user_group_sign_in_token/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.app_user_group_sign_in_token.AppUserGroupSignInToken.token">
-<span class="sig-name descname"><span class="pre">token</span></span><a class="headerlink" href="#abacusai.app_user_group_sign_in_token.AppUserGroupSignInToken.token" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.app_user_group_sign_in_token.AppUserGroupSignInToken.token" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/application_connector/index.html b/docs/autoapi/abacusai/application_connector/index.html
index 376579d1..19815bb8 100644
--- a/docs/autoapi/abacusai/application_connector/index.html
+++ b/docs/autoapi/abacusai/application_connector/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.application_connector.ApplicationConnector.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.application_connector.ApplicationConnector.service">
-<span class="sig-name descname"><span class="pre">service</span></span><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.service" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.application_connector.ApplicationConnector.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.application_connector.ApplicationConnector.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.application_connector.ApplicationConnector.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.application_connector.ApplicationConnector.auth">
-<span class="sig-name descname"><span class="pre">auth</span></span><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.auth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auth</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector.auth" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/batch_prediction/index.html b/docs/autoapi/abacusai/batch_prediction/index.html
index e315de03..063d0996 100644
--- a/docs/autoapi/abacusai/batch_prediction/index.html
+++ b/docs/autoapi/abacusai/batch_prediction/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -372,122 +373,122 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.batch_prediction_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.batch_prediction_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.batch_prediction_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.file_connector_output_location">
-<span class="sig-name descname"><span class="pre">file_connector_output_location</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.file_connector_output_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_connector_output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.file_connector_output_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.database_output_configuration">
-<span class="sig-name descname"><span class="pre">database_output_configuration</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.database_output_configuration" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_configuration</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.database_output_configuration" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.file_output_format">
-<span class="sig-name descname"><span class="pre">file_output_format</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.file_output_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_output_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.file_output_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.legacy_input_location">
-<span class="sig-name descname"><span class="pre">legacy_input_location</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.legacy_input_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">legacy_input_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.legacy_input_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.output_feature_group_id">
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+<span class="sig-name descname"><span class="pre">output_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.output_feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.feature_group_table_name">
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+<span class="sig-name descname"><span class="pre">feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">output_feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.output_feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.summary_feature_group_table_name">
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+<span class="sig-name descname"><span class="pre">summary_feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.summary_feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">csv_input_prefix</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.csv_input_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_input_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.csv_input_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.csv_prediction_prefix">
-<span class="sig-name descname"><span class="pre">csv_prediction_prefix</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.csv_prediction_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_prediction_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.csv_prediction_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.csv_explanations_prefix">
-<span class="sig-name descname"><span class="pre">csv_explanations_prefix</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.csv_explanations_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_explanations_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.csv_explanations_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">output_includes_metadata</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.output_includes_metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_includes_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.output_includes_metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.result_input_columns">
-<span class="sig-name descname"><span class="pre">result_input_columns</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.result_input_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">result_input_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.result_input_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.model_monitor_id">
-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.model_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.model_version">
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+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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-<span class="sig-name descname"><span class="pre">bp_across_versions_monitor_id</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.bp_across_versions_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bp_across_versions_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.bp_across_versions_monitor_id" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.algorithm" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_prediction_args_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction.batch_prediction_args_type" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/batch_prediction_version/index.html b/docs/autoapi/abacusai/batch_prediction_version/index.html
index 4d3e9956..ad8e8d9b 100644
--- a/docs/autoapi/abacusai/batch_prediction_version/index.html
+++ b/docs/autoapi/abacusai/batch_prediction_version/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -383,187 +384,187 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_version">
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+<span class="sig-name descname"><span class="pre">batch_prediction_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">drift_monitor_status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.drift_monitor_status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.deployment_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.model_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">failed_predictions</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.failed_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_predictions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.failed_predictions" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.database_output_configuration">
-<span class="sig-name descname"><span class="pre">database_output_configuration</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.database_output_configuration" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_configuration</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.database_output_configuration" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.file_connector_output_location">
-<span class="sig-name descname"><span class="pre">file_connector_output_location</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.file_connector_output_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_connector_output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.file_connector_output_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.file_output_format">
-<span class="sig-name descname"><span class="pre">file_output_format</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.file_output_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_output_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.file_output_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.legacy_input_location">
-<span class="sig-name descname"><span class="pre">legacy_input_location</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.legacy_input_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">legacy_input_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.legacy_input_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.drift_monitor_error">
-<span class="sig-name descname"><span class="pre">drift_monitor_error</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.drift_monitor_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">drift_monitor_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.drift_monitor_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.monitor_warnings">
-<span class="sig-name descname"><span class="pre">monitor_warnings</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.monitor_warnings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.monitor_warnings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.csv_input_prefix">
-<span class="sig-name descname"><span class="pre">csv_input_prefix</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.csv_input_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_input_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.csv_input_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.csv_prediction_prefix">
-<span class="sig-name descname"><span class="pre">csv_prediction_prefix</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.csv_prediction_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_prediction_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.csv_prediction_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.csv_explanations_prefix">
-<span class="sig-name descname"><span class="pre">csv_explanations_prefix</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.csv_explanations_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_explanations_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.csv_explanations_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.database_output_total_writes">
-<span class="sig-name descname"><span class="pre">database_output_total_writes</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.database_output_total_writes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_total_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.database_output_total_writes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.database_output_failed_writes">
-<span class="sig-name descname"><span class="pre">database_output_failed_writes</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.database_output_failed_writes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_failed_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.database_output_failed_writes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.output_includes_metadata">
-<span class="sig-name descname"><span class="pre">output_includes_metadata</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_includes_metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_includes_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_includes_metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.result_input_columns">
-<span class="sig-name descname"><span class="pre">result_input_columns</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.result_input_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">result_input_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.result_input_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.model_monitor_version" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.algo_name">
-<span class="sig-name descname"><span class="pre">algo_name</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.algo_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algo_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.algo_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_id">
-<span class="sig-name descname"><span class="pre">output_feature_group_id</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_version">
-<span class="sig-name descname"><span class="pre">output_feature_group_version</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_table_name">
-<span class="sig-name descname"><span class="pre">output_feature_group_table_name</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.output_feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_warnings">
-<span class="sig-name descname"><span class="pre">batch_prediction_warnings</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_warnings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_warnings" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion.bp_across_versions_monitor_version">
-<span class="sig-name descname"><span class="pre">bp_across_versions_monitor_version</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.bp_across_versions_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bp_across_versions_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.bp_across_versions_monitor_version" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">batch_prediction_args_type</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_args_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_args_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion.batch_prediction_args_type" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/batch_prediction_version_logs/index.html b/docs/autoapi/abacusai/batch_prediction_version_logs/index.html
index 0981be7c..c634ced0 100644
--- a/docs/autoapi/abacusai/batch_prediction_version_logs/index.html
+++ b/docs/autoapi/abacusai/batch_prediction_version_logs/index.html
@@ -79,6 +79,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs.logs">
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+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs.logs" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs.warnings" title="Link to this definition"></a></dt>
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index d0ca0479..d646c7bc 100644
--- a/docs/autoapi/abacusai/bot_info/index.html
+++ b/docs/autoapi/abacusai/bot_info/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.bot_info.BotInfo.external_application_id">
-<span class="sig-name descname"><span class="pre">external_application_id</span></span><a class="headerlink" href="#abacusai.bot_info.BotInfo.external_application_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.bot_info.BotInfo.external_application_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/categorical_range_violation/index.html b/docs/autoapi/abacusai/categorical_range_violation/index.html
index 29539d46..9983077f 100644
--- a/docs/autoapi/abacusai/categorical_range_violation/index.html
+++ b/docs/autoapi/abacusai/categorical_range_violation/index.html
@@ -79,6 +79,7 @@
 </li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.categorical_range_violation.CategoricalRangeViolation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.categorical_range_violation.CategoricalRangeViolation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.categorical_range_violation.CategoricalRangeViolation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.categorical_range_violation.CategoricalRangeViolation.most_common_values">
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+<span class="sig-name descname"><span class="pre">most_common_values</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.categorical_range_violation.CategoricalRangeViolation.most_common_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.categorical_range_violation.CategoricalRangeViolation.freq_outside_training_range">
-<span class="sig-name descname"><span class="pre">freq_outside_training_range</span></span><a class="headerlink" href="#abacusai.categorical_range_violation.CategoricalRangeViolation.freq_outside_training_range" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">freq_outside_training_range</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.categorical_range_violation.CategoricalRangeViolation.freq_outside_training_range" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/chat_message/index.html b/docs/autoapi/abacusai/chat_message/index.html
index 33f02c24..3f343256 100644
--- a/docs/autoapi/abacusai/chat_message/index.html
+++ b/docs/autoapi/abacusai/chat_message/index.html
@@ -79,6 +79,7 @@
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,47 +352,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.role">
-<span class="sig-name descname"><span class="pre">role</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.role" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">role</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.role" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.text">
-<span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.timestamp">
-<span class="sig-name descname"><span class="pre">timestamp</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.is_useful">
-<span class="sig-name descname"><span class="pre">is_useful</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.is_useful" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_useful</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.is_useful" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.feedback">
-<span class="sig-name descname"><span class="pre">feedback</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feedback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.doc_ids">
-<span class="sig-name descname"><span class="pre">doc_ids</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.doc_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.doc_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.hotkey_title">
-<span class="sig-name descname"><span class="pre">hotkey_title</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.hotkey_title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hotkey_title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.hotkey_title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.tasks">
-<span class="sig-name descname"><span class="pre">tasks</span></span><a class="headerlink" href="#abacusai.chat_message.ChatMessage.tasks" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tasks</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.tasks" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage.keyword_arguments">
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+<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_message.ChatMessage.keyword_arguments" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/chat_session/index.html b/docs/autoapi/abacusai/chat_session/index.html
index 866f948f..bdee0585 100644
--- a/docs/autoapi/abacusai/chat_session/index.html
+++ b/docs/autoapi/abacusai/chat_session/index.html
@@ -20,7 +20,7 @@
     <script src="../../../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../../../genindex.html" />
     <link rel="search" title="Search" href="../../../search.html" />
-    <link rel="next" title="abacusai.chatllm_referral_invite" href="../chatllm_referral_invite/index.html" />
+    <link rel="next" title="abacusai.chatllm_computer" href="../chatllm_computer/index.html" />
     <link rel="prev" title="abacusai.chat_message" href="../chat_message/index.html" /> 
 </head>
 
@@ -79,6 +79,7 @@
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,47 +354,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.answer">
-<span class="sig-name descname"><span class="pre">answer</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.answer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">answer</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.answer" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.chat_session_id">
-<span class="sig-name descname"><span class="pre">chat_session_id</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.chat_session_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chat_session_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.chat_session_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.ai_building_in_progress">
-<span class="sig-name descname"><span class="pre">ai_building_in_progress</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.ai_building_in_progress" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ai_building_in_progress</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.ai_building_in_progress" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.notification">
-<span class="sig-name descname"><span class="pre">notification</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.notification" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notification</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.notification" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession.whiteboard">
-<span class="sig-name descname"><span class="pre">whiteboard</span></span><a class="headerlink" href="#abacusai.chat_session.ChatSession.whiteboard" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">whiteboard</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chat_session.ChatSession.whiteboard" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -490,7 +491,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="../chat_message/index.html" class="btn btn-neutral float-left" title="abacusai.chat_message" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="../chatllm_referral_invite/index.html" class="btn btn-neutral float-right" title="abacusai.chatllm_referral_invite" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="../chatllm_computer/index.html" class="btn btn-neutral float-right" title="abacusai.chatllm_computer" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/docs/autoapi/abacusai/chatllm_computer/index.html b/docs/autoapi/abacusai/chatllm_computer/index.html
new file mode 100644
index 00000000..4d6bdbdf
--- /dev/null
+++ b/docs/autoapi/abacusai/chatllm_computer/index.html
@@ -0,0 +1,422 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="../../../">
+<head>
+  <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>abacusai.chatllm_computer &mdash; AbacusAI  documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=80d5e7a1" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css?v=e59714d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/graphviz.css?v=4ae1632d" />
+
+  
+      <script src="../../../_static/jquery.js?v=5d32c60e"></script>
+      <script src="../../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+      <script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
+      <script src="../../../_static/doctools.js?v=9bcbadda"></script>
+      <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../search.html" />
+    <link rel="next" title="abacusai.chatllm_referral_invite" href="../chatllm_referral_invite/index.html" />
+    <link rel="prev" title="abacusai.chat_session" href="../chat_session/index.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            AbacusAI
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../address/index.html">abacusai.address</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_chat_message/index.html">abacusai.agent_chat_message</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_conversation/index.html">abacusai.agent_conversation</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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+      <li class="breadcrumb-item active">abacusai.chatllm_computer</li>
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+            <a href="../../../_sources/autoapi/abacusai/chatllm_computer/index.rst.txt" rel="nofollow"> View page source</a>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="module-abacusai.chatllm_computer">
+<span id="abacusai-chatllm-computer"></span><h1>abacusai.chatllm_computer<a class="headerlink" href="#module-abacusai.chatllm_computer" title="Link to this heading"></a></h1>
+<section id="classes">
+<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.chatllm_computer.ChatllmComputer" title="abacusai.chatllm_computer.ChatllmComputer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatllmComputer</span></code></a></p></td>
+<td><p>ChatLLMComputer</p></td>
+</tr>
+</tbody>
+</table>
+</section>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.chatllm_computer.ChatllmComputer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chatllm_computer.</span></span><span class="sig-name descname"><span class="pre">ChatllmComputer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">computerId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vncEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chatllm_computer.ChatllmComputer" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
+<p>ChatLLMComputer</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
+<li><p><strong>computerId</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – The computer id.</p></li>
+<li><p><strong>token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The token.</p></li>
+<li><p><strong>vncEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The VNC endpoint.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.chatllm_computer.ChatllmComputer.computer_id">
+<span class="sig-name descname"><span class="pre">computer_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chatllm_computer.ChatllmComputer.computer_id" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.chatllm_computer.ChatllmComputer.token">
+<span class="sig-name descname"><span class="pre">token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chatllm_computer.ChatllmComputer.token" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.chatllm_computer.ChatllmComputer.vnc_endpoint">
+<span class="sig-name descname"><span class="pre">vnc_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chatllm_computer.ChatllmComputer.vnc_endpoint" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.chatllm_computer.ChatllmComputer.deprecated_keys">
+<span class="sig-name descname"><span class="pre">deprecated_keys</span></span><a class="headerlink" href="#abacusai.chatllm_computer.ChatllmComputer.deprecated_keys" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.chatllm_computer.ChatllmComputer.__repr__">
+<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chatllm_computer.ChatllmComputer.__repr__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.chatllm_computer.ChatllmComputer.to_dict">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chatllm_computer.ChatllmComputer.to_dict" title="Link to this definition"></a></dt>
+<dd><p>Get a dict representation of the parameters in this class</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The dict value representation of the class parameters</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)">dict</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../chat_session/index.html" class="btn btn-neutral float-left" title="abacusai.chat_session" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../chatllm_referral_invite/index.html" class="btn btn-neutral float-right" title="abacusai.chatllm_referral_invite" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
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+  <div role="contentinfo">
+    <p>&#169; Copyright 2022, Abacus.ai.</p>
+  </div>
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+</html>
\ No newline at end of file
diff --git a/docs/autoapi/abacusai/chatllm_referral_invite/index.html b/docs/autoapi/abacusai/chatllm_referral_invite/index.html
index 07ab2a92..a2de6d8a 100644
--- a/docs/autoapi/abacusai/chatllm_referral_invite/index.html
+++ b/docs/autoapi/abacusai/chatllm_referral_invite/index.html
@@ -21,7 +21,7 @@
     <link rel="index" title="Index" href="../../../genindex.html" />
     <link rel="search" title="Search" href="../../../search.html" />
     <link rel="next" title="abacusai.client" href="../client/index.html" />
-    <link rel="prev" title="abacusai.chat_session" href="../chat_session/index.html" /> 
+    <link rel="prev" title="abacusai.chatllm_computer" href="../chatllm_computer/index.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.chatllm_referral_invite</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chatllm_referral_invite.ChatllmReferralInvite.user_already_exists">
-<span class="sig-name descname"><span class="pre">user_already_exists</span></span><a class="headerlink" href="#abacusai.chatllm_referral_invite.ChatllmReferralInvite.user_already_exists" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_already_exists</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chatllm_referral_invite.ChatllmReferralInvite.user_already_exists" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.chatllm_referral_invite.ChatllmReferralInvite.successful_invites">
-<span class="sig-name descname"><span class="pre">successful_invites</span></span><a class="headerlink" href="#abacusai.chatllm_referral_invite.ChatllmReferralInvite.successful_invites" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">successful_invites</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.chatllm_referral_invite.ChatllmReferralInvite.successful_invites" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -385,7 +386,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="../chat_session/index.html" class="btn btn-neutral float-left" title="abacusai.chat_session" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../chatllm_computer/index.html" class="btn btn-neutral float-left" title="abacusai.chatllm_computer" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="../client/index.html" class="btn btn-neutral float-right" title="abacusai.client" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/docs/autoapi/abacusai/client/index.html b/docs/autoapi/abacusai/client/index.html
index b920d7e1..ca56df50 100644
--- a/docs/autoapi/abacusai/client/index.html
+++ b/docs/autoapi/abacusai/client/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.client</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#attributes">Attributes</a></li>
@@ -544,11 +545,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Get a dict representation of the response object</p>
 </dd></dl>
 
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentResponse.__getattr__">
-<span class="sig-name descname"><span class="pre">__getattr__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentResponse.__getattr__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
 </dd></dl>
 
 <dl class="py class">
@@ -565,12 +561,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.client.ClientOptions.exception_on_404">
-<span class="sig-name descname"><span class="pre">exception_on_404</span></span><a class="headerlink" href="#abacusai.client.ClientOptions.exception_on_404" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">exception_on_404</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.client.ClientOptions.exception_on_404" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.client.ClientOptions.server">
-<span class="sig-name descname"><span class="pre">server</span></span><a class="headerlink" href="#abacusai.client.ClientOptions.server" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">server</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.abacus.ai'</span></em><a class="headerlink" href="#abacusai.client.ClientOptions.server" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -602,12 +598,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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-<span class="sig-name descname"><span class="pre">exception</span></span><a class="headerlink" href="#abacusai.client.ApiException.exception" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">exception</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ApiException'</span></em><a class="headerlink" href="#abacusai.client.ApiException.exception" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.client.ApiException.request_id">
-<span class="sig-name descname"><span class="pre">request_id</span></span><a class="headerlink" href="#abacusai.client.ApiException.request_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">request_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.client.ApiException.request_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -1017,12 +1013,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.client.BaseApiClient.client_version">
-<span class="sig-name descname"><span class="pre">client_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.4.21'</span></em><a class="headerlink" href="#abacusai.client.BaseApiClient.client_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">client_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.4.22'</span></em><a class="headerlink" href="#abacusai.client.BaseApiClient.client_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.client.BaseApiClient.api_key">
-<span class="sig-name descname"><span class="pre">api_key</span></span><a class="headerlink" href="#abacusai.client.BaseApiClient.api_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.client.BaseApiClient.api_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -1057,7 +1053,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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 <dt class="sig sig-object py" id="abacusai.client.BaseApiClient.client_options">
-<span class="sig-name descname"><span class="pre">client_options</span></span><a class="headerlink" href="#abacusai.client.BaseApiClient.client_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">client_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.client.BaseApiClient.client_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -10787,14 +10783,13 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.client.ApiClient.start_autonomous_agent">
-<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClient.start_autonomous_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClient.start_autonomous_agent" title="Link to this definition"></a></dt>
 <dd><p>Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The deployment token used to authenticate access to created deployments. This token is only authorized to predict on deployments in this project, making it safe to embed this model in an application or website.</p></li>
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment created under the project.</p></li>
-<li><p><strong>deployment_conversation_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment conversation used for the conversation.</p></li>
 <li><p><strong>arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><em>list</em></a>) – Positional arguments to the agent execute function.</p></li>
 <li><p><strong>keyword_arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>) – A dictionary where each ‘key’ represents the parameter name and its corresponding ‘value’ represents the value of that parameter for the agent execute function.</p></li>
 <li><p><strong>save_conversations</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – If true then a new conversation will be created for every run of the workflow associated with the agent.</p></li>
diff --git a/docs/autoapi/abacusai/code_autocomplete_response/index.html b/docs/autoapi/abacusai/code_autocomplete_response/index.html
index e2684b8b..ff9d2ff0 100644
--- a/docs/autoapi/abacusai/code_autocomplete_response/index.html
+++ b/docs/autoapi/abacusai/code_autocomplete_response/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.code_autocomplete_response</a><ul>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_autocomplete_response.CodeAutocompleteResponse.autocomplete_response">
-<span class="sig-name descname"><span class="pre">autocomplete_response</span></span><a class="headerlink" href="#abacusai.code_autocomplete_response.CodeAutocompleteResponse.autocomplete_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">autocomplete_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_autocomplete_response.CodeAutocompleteResponse.autocomplete_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/code_edit_response/index.html b/docs/autoapi/abacusai/code_edit_response/index.html
index 683ab7b8..51797eaf 100644
--- a/docs/autoapi/abacusai/code_edit_response/index.html
+++ b/docs/autoapi/abacusai/code_edit_response/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">code_changes</span></span><a class="headerlink" href="#abacusai.code_edit_response.CodeEditResponse.code_changes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">code_changes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_edit_response.CodeEditResponse.code_changes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/code_source/index.html b/docs/autoapi/abacusai/code_source/index.html
index d90354f4..128313a6 100644
--- a/docs/autoapi/abacusai/code_source/index.html
+++ b/docs/autoapi/abacusai/code_source/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,47 +352,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.source_type">
-<span class="sig-name descname"><span class="pre">source_type</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.source_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.source_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.application_connector_info">
-<span class="sig-name descname"><span class="pre">application_connector_info</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.application_connector_info" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.application_connector_info" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.package_requirements">
-<span class="sig-name descname"><span class="pre">package_requirements</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.package_requirements" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">package_requirements</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.package_requirements" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.publishing_msg">
-<span class="sig-name descname"><span class="pre">publishing_msg</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.publishing_msg" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">publishing_msg</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.publishing_msg" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource.module_dependencies">
-<span class="sig-name descname"><span class="pre">module_dependencies</span></span><a class="headerlink" href="#abacusai.code_source.CodeSource.module_dependencies" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">module_dependencies</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.code_source.CodeSource.module_dependencies" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/compute_point_info/index.html b/docs/autoapi/abacusai/compute_point_info/index.html
index e63946eb..b4a3cd77 100644
--- a/docs/autoapi/abacusai/compute_point_info/index.html
+++ b/docs/autoapi/abacusai/compute_point_info/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.compute_point_info.ComputePointInfo.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.compute_point_info.ComputePointInfo.last_24_hours_usage">
-<span class="sig-name descname"><span class="pre">last_24_hours_usage</span></span><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.last_24_hours_usage" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">last_24_hours_usage</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.last_24_hours_usage" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">last_7_days_usage</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.last_7_days_usage" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">curr_month_avail_points</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.curr_month_avail_points" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">curr_month_usage</span></span><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.curr_month_usage" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">curr_month_usage</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.curr_month_usage" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">last_throttle_pop_up</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.compute_point_info.ComputePointInfo.last_throttle_pop_up" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">concatenated_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.concatenation_config.ConcatenationConfig.concatenated_table" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">merge_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.concatenation_config.ConcatenationConfig.merge_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">replace_until_timestamp</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.concatenation_config.ConcatenationConfig.replace_until_timestamp" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">skip_materialize</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.concatenation_config.ConcatenationConfig.skip_materialize" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs.default" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs.data" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
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diff --git a/docs/autoapi/abacusai/custom_chat_instructions/index.html b/docs/autoapi/abacusai/custom_chat_instructions/index.html
index 47af83f5..d1b7b885 100644
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+++ b/docs/autoapi/abacusai/custom_chat_instructions/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
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+<span class="sig-name descname"><span class="pre">user_information_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.user_information_instructions" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.response_instructions" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.enable_code_execution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.enable_code_execution" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">enable_image_generation</span></span><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.enable_image_generation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_image_generation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.enable_image_generation" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">enable_web_search</span></span><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.enable_web_search" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.enable_web_search" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">enable_playground</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_chat_instructions.CustomChatInstructions.enable_playground" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_loss_function.CustomLossFunction.notebook_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_loss_function.CustomLossFunction.name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_loss_function.CustomLossFunction.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">loss_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_loss_function.CustomLossFunction.loss_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">loss_function_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_loss_function.CustomLossFunction.loss_function_type" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,27 +349,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">custom_metric_id</span></span><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.custom_metric_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metric_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.custom_metric_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetric.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetric.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.created_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetric.problem_type">
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+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.problem_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric.CustomMetric.notebook_id" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/custom_metric_version/index.html b/docs/autoapi/abacusai/custom_metric_version/index.html
index 416981a9..c8e006b0 100644
--- a/docs/autoapi/abacusai/custom_metric_version/index.html
+++ b/docs/autoapi/abacusai/custom_metric_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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-<span class="sig-name descname"><span class="pre">custom_metric_version</span></span><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion.custom_metric_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metric_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion.custom_metric_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.custom_metric_version.CustomMetricVersion.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.custom_metric_version.CustomMetricVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">custom_metric_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion.custom_metric_function_name" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/custom_train_function_info/index.html b/docs/autoapi/abacusai/custom_train_function_info/index.html
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+++ b/docs/autoapi/abacusai/custom_train_function_info/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">training_data_parameter_name_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo.training_data_parameter_name_mapping" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">schema_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo.schema_mappings" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">train_data_parameter_to_feature_group_ids</span></span><a class="headerlink" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo.train_data_parameter_to_feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_data_parameter_to_feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo.train_data_parameter_to_feature_group_ids" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">training_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo.training_config" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/data_consistency_duplication/index.html b/docs/autoapi/abacusai/data_consistency_duplication/index.html
index 33b2f9a3..a0f47b71 100644
--- a/docs/autoapi/abacusai/data_consistency_duplication/index.html
+++ b/docs/autoapi/abacusai/data_consistency_duplication/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">total_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_consistency_duplication.DataConsistencyDuplication.total_count" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">num_duplicates</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_consistency_duplication.DataConsistencyDuplication.num_duplicates" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/data_metrics/index.html b/docs/autoapi/abacusai/data_metrics/index.html
index 21611ff7..7fe6b160 100644
--- a/docs/autoapi/abacusai/data_metrics/index.html
+++ b/docs/autoapi/abacusai/data_metrics/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.data_metrics.DataMetrics.metrics">
-<span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.metrics" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.data_metrics.DataMetrics.schema">
-<span class="sig-name descname"><span class="pre">schema</span></span><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.schema" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.data_metrics.DataMetrics.num_rows">
-<span class="sig-name descname"><span class="pre">num_rows</span></span><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.num_rows" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_rows</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.num_rows" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.data_metrics.DataMetrics.num_cols">
-<span class="sig-name descname"><span class="pre">num_cols</span></span><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.num_cols" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_cols</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.num_cols" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">num_duplicate_rows</span></span><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.num_duplicate_rows" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_duplicate_rows</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_metrics.DataMetrics.num_duplicate_rows" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/data_prep_logs/index.html b/docs/autoapi/abacusai/data_prep_logs/index.html
index e7c8818a..5f5f63e9 100644
--- a/docs/autoapi/abacusai/data_prep_logs/index.html
+++ b/docs/autoapi/abacusai/data_prep_logs/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.data_prep_logs.DataPrepLogs.logs">
-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.data_prep_logs.DataPrepLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_prep_logs.DataPrepLogs.logs" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/data_quality_results/index.html b/docs/autoapi/abacusai/data_quality_results/index.html
index 3f7a0b2e..c3e04a4d 100644
--- a/docs/autoapi/abacusai/data_quality_results/index.html
+++ b/docs/autoapi/abacusai/data_quality_results/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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--- a/docs/autoapi/abacusai/data_upload_result/index.html
+++ b/docs/autoapi/abacusai/data_upload_result/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">doc_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_upload_result.DataUploadResult.doc_infos" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">max_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.data_upload_result.DataUploadResult.max_count" title="Link to this definition"></a></dt>
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+++ b/docs/autoapi/abacusai/database_column_feature_mapping/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
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+<span class="sig-name descname"><span class="pre">database_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping.database_column" title="Link to this definition"></a></dt>
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index 8eebfbb6..3f18c50b 100644
--- a/docs/autoapi/abacusai/database_connector/index.html
+++ b/docs/autoapi/abacusai/database_connector/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.database_connector.DatabaseConnector.database_connector_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.database_connector.DatabaseConnector.status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.database_connector.DatabaseConnector.created_at" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/database_connector_column/index.html b/docs/autoapi/abacusai/database_connector_column/index.html
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--- a/docs/autoapi/abacusai/database_connector_column/index.html
+++ b/docs/autoapi/abacusai/database_connector_column/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.database_connector_column.DatabaseConnectorColumn.name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">external_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.database_connector_column.DatabaseConnectorColumn.external_data_type" title="Link to this definition"></a></dt>
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index 490e16e8..91bb009f 100644
--- a/docs/autoapi/abacusai/database_connector_schema/index.html
+++ b/docs/autoapi/abacusai/database_connector_schema/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.database_connector_schema.DatabaseConnectorSchema.table_name" title="Link to this definition"></a></dt>
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index ea68c37b..4f75c63b 100644
--- a/docs/autoapi/abacusai/dataset/index.html
+++ b/docs/autoapi/abacusai/dataset/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.dataset_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.source_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">data_source</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.data_source" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">ignore_before</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.ignore_before" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">ephemeral</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.ephemeral" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.database_connector_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">database_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.database_connector_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.feature_group_table_name">
-<span class="sig-name descname"><span class="pre">feature_group_table_name</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.feature_group_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.application_connector_config">
-<span class="sig-name descname"><span class="pre">application_connector_config</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.application_connector_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.application_connector_config" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.incremental">
-<span class="sig-name descname"><span class="pre">incremental</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.incremental" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.incremental" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.is_documentset">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.is_documentset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.is_documentset" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.reference_only_documentset">
-<span class="sig-name descname"><span class="pre">reference_only_documentset</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.reference_only_documentset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">reference_only_documentset</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.reference_only_documentset" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset.version_limit">
-<span class="sig-name descname"><span class="pre">version_limit</span></span><a class="headerlink" href="#abacusai.dataset.Dataset.version_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">version_limit</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.Dataset.version_limit" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/dataset_column/index.html b/docs/autoapi/abacusai/dataset_column/index.html
index 982584bb..68eb4734 100644
--- a/docs/autoapi/abacusai/dataset_column/index.html
+++ b/docs/autoapi/abacusai/dataset_column/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,47 +352,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.data_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">detected_data_type</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.detected_data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.detected_data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.detected_feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn.original_name">
-<span class="sig-name descname"><span class="pre">original_name</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.original_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">original_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.original_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn.valid_data_types">
-<span class="sig-name descname"><span class="pre">valid_data_types</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.valid_data_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">valid_data_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.valid_data_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn.time_format">
-<span class="sig-name descname"><span class="pre">time_format</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.time_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">time_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.time_format" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">timestamp_frequency</span></span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.timestamp_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn.timestamp_frequency" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/dataset_version/index.html b/docs/autoapi/abacusai/dataset_version/index.html
index eacceafc..08bc2210 100644
--- a/docs/autoapi/abacusai/dataset_version/index.html
+++ b/docs/autoapi/abacusai/dataset_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -356,72 +357,72 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.dataset_version.DatasetVersion.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.dataset_version" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.dataset_version.DatasetVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.status" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.dataset_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">size</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.size" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">row_count</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.row_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">row_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.row_count" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">file_inspect_metadata</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.file_inspect_metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_inspect_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.file_inspect_metadata" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.created_at" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.dataset_version.DatasetVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.error" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">incremental_queried_at</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.incremental_queried_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental_queried_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.incremental_queried_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.upload_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.merge_file_schemas" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">database_connector_config</span></span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.database_connector_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.database_connector_config" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">application_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.application_connector_config" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">invalid_records</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion.invalid_records" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/dataset_version_logs/index.html b/docs/autoapi/abacusai/dataset_version_logs/index.html
index b9aa86d0..23133d5a 100644
--- a/docs/autoapi/abacusai/dataset_version_logs/index.html
+++ b/docs/autoapi/abacusai/dataset_version_logs/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset_version_logs.DatasetVersionLogs.logs" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/deployment/index.html b/docs/autoapi/abacusai/deployment/index.html
index 719cf2bd..4de0f5ca 100644
--- a/docs/autoapi/abacusai/deployment/index.html
+++ b/docs/autoapi/abacusai/deployment/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -372,137 +373,137 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment.Deployment.deployment_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">deployed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment.Deployment.deployed_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment.Deployment.feature_group_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment.Deployment.realtime_monitor_id" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/deployment_auth_token/index.html b/docs/autoapi/abacusai/deployment_auth_token/index.html
index 2d38e567..38d88936 100644
--- a/docs/autoapi/abacusai/deployment_auth_token/index.html
+++ b/docs/autoapi/abacusai/deployment_auth_token/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_auth_token.DeploymentAuthToken.deployment_token">
-<span class="sig-name descname"><span class="pre">deployment_token</span></span><a class="headerlink" href="#abacusai.deployment_auth_token.DeploymentAuthToken.deployment_token" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_auth_token.DeploymentAuthToken.deployment_token" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_auth_token.DeploymentAuthToken.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.deployment_auth_token.DeploymentAuthToken.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_auth_token.DeploymentAuthToken.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_auth_token.DeploymentAuthToken.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.deployment_auth_token.DeploymentAuthToken.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_auth_token.DeploymentAuthToken.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/deployment_conversation/index.html b/docs/autoapi/abacusai/deployment_conversation/index.html
index 3db0f737..41a6815d 100644
--- a/docs/autoapi/abacusai/deployment_conversation/index.html
+++ b/docs/autoapi/abacusai/deployment_conversation/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -359,82 +360,82 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.deployment_conversation_id">
-<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.deployment_conversation_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.deployment_conversation_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.last_event_created_at">
-<span class="sig-name descname"><span class="pre">last_event_created_at</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.last_event_created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">last_event_created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.last_event_created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.external_session_id">
-<span class="sig-name descname"><span class="pre">external_session_id</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.external_session_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_session_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.external_session_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.regenerate_attempt">
-<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.regenerate_attempt" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.regenerate_attempt" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.external_application_id">
-<span class="sig-name descname"><span class="pre">external_application_id</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.external_application_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.external_application_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.unused_document_upload_ids">
-<span class="sig-name descname"><span class="pre">unused_document_upload_ids</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.unused_document_upload_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">unused_document_upload_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.unused_document_upload_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.humanize_instructions">
-<span class="sig-name descname"><span class="pre">humanize_instructions</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.humanize_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">humanize_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.humanize_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.conversation_warning">
-<span class="sig-name descname"><span class="pre">conversation_warning</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.conversation_warning" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">conversation_warning</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.conversation_warning" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.conversation_type">
-<span class="sig-name descname"><span class="pre">conversation_type</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.conversation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">conversation_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.conversation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.metadata">
-<span class="sig-name descname"><span class="pre">metadata</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.llm_display_name">
-<span class="sig-name descname"><span class="pre">llm_display_name</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.llm_display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.llm_display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.llm_bot_icon">
-<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.llm_bot_icon" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.llm_bot_icon" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.search_suggestions">
-<span class="sig-name descname"><span class="pre">search_suggestions</span></span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.search_suggestions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_suggestions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.search_suggestions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/deployment_conversation_event/index.html b/docs/autoapi/abacusai/deployment_conversation_event/index.html
index ec385441..834d6cfd 100644
--- a/docs/autoapi/abacusai/deployment_conversation_event/index.html
+++ b/docs/autoapi/abacusai/deployment_conversation_event/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -370,142 +371,142 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.role">
-<span class="sig-name descname"><span class="pre">role</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.role" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">role</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.role" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.text">
-<span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.timestamp">
-<span class="sig-name descname"><span class="pre">timestamp</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.message_index">
-<span class="sig-name descname"><span class="pre">message_index</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.message_index" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">message_index</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.message_index" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.regenerate_attempt">
-<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.regenerate_attempt" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.regenerate_attempt" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.search_results">
-<span class="sig-name descname"><span class="pre">search_results</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.search_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_results</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.search_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.is_useful">
-<span class="sig-name descname"><span class="pre">is_useful</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.is_useful" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_useful</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.is_useful" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.feedback">
-<span class="sig-name descname"><span class="pre">feedback</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feedback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.feedback_type">
-<span class="sig-name descname"><span class="pre">feedback_type</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.feedback_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feedback_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.feedback_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.doc_infos">
-<span class="sig-name descname"><span class="pre">doc_infos</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.doc_infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.doc_infos" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.keyword_arguments">
-<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.keyword_arguments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.keyword_arguments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.input_params">
-<span class="sig-name descname"><span class="pre">input_params</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.input_params" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_params</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.input_params" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.attachments">
-<span class="sig-name descname"><span class="pre">attachments</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.attachments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">attachments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.attachments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.response_version">
-<span class="sig-name descname"><span class="pre">response_version</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.response_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.response_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.agent_workflow_node_id">
-<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.agent_workflow_node_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.agent_workflow_node_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.next_agent_workflow_node_id">
-<span class="sig-name descname"><span class="pre">next_agent_workflow_node_id</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.next_agent_workflow_node_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_agent_workflow_node_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.next_agent_workflow_node_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.chat_type">
-<span class="sig-name descname"><span class="pre">chat_type</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.chat_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chat_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.chat_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.agent_response">
-<span class="sig-name descname"><span class="pre">agent_response</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.agent_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.agent_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.segments">
-<span class="sig-name descname"><span class="pre">segments</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.segments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">segments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.segments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.streamed_data">
-<span class="sig-name descname"><span class="pre">streamed_data</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.streamed_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.streamed_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.streamed_section_data">
-<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.streamed_section_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.streamed_section_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.highlights">
-<span class="sig-name descname"><span class="pre">highlights</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.highlights" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">highlights</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.highlights" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.llm_display_name">
-<span class="sig-name descname"><span class="pre">llm_display_name</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.llm_display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.llm_display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.llm_bot_icon">
-<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.llm_bot_icon" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.llm_bot_icon" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.form_response">
-<span class="sig-name descname"><span class="pre">form_response</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.form_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">form_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.form_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent.routed_llm">
-<span class="sig-name descname"><span class="pre">routed_llm</span></span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.routed_llm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">routed_llm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent.routed_llm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/deployment_conversation_export/index.html b/docs/autoapi/abacusai/deployment_conversation_export/index.html
index d114246f..7bbc032b 100644
--- a/docs/autoapi/abacusai/deployment_conversation_export/index.html
+++ b/docs/autoapi/abacusai/deployment_conversation_export/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_export.DeploymentConversationExport.deployment_conversation_id">
-<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><a class="headerlink" href="#abacusai.deployment_conversation_export.DeploymentConversationExport.deployment_conversation_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_export.DeploymentConversationExport.deployment_conversation_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_export.DeploymentConversationExport.conversation_export_html">
-<span class="sig-name descname"><span class="pre">conversation_export_html</span></span><a class="headerlink" href="#abacusai.deployment_conversation_export.DeploymentConversationExport.conversation_export_html" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">conversation_export_html</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_conversation_export.DeploymentConversationExport.conversation_export_html" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/deployment_statistics/index.html b/docs/autoapi/abacusai/deployment_statistics/index.html
index d12fff77..cec48b9d 100644
--- a/docs/autoapi/abacusai/deployment_statistics/index.html
+++ b/docs/autoapi/abacusai/deployment_statistics/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_statistics.DeploymentStatistics.request_series">
-<span class="sig-name descname"><span class="pre">request_series</span></span><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.request_series" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">request_series</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.request_series" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_statistics.DeploymentStatistics.latency_series">
-<span class="sig-name descname"><span class="pre">latency_series</span></span><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.latency_series" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latency_series</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.latency_series" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_statistics.DeploymentStatistics.date_labels">
-<span class="sig-name descname"><span class="pre">date_labels</span></span><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.date_labels" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">date_labels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.date_labels" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.deployment_statistics.DeploymentStatistics.http_status_series">
-<span class="sig-name descname"><span class="pre">http_status_series</span></span><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.http_status_series" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">http_status_series</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.deployment_statistics.DeploymentStatistics.http_status_series" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/document_data/index.html b/docs/autoapi/abacusai/document_data/index.html
index 618a62d5..fd9d6216 100644
--- a/docs/autoapi/abacusai/document_data/index.html
+++ b/docs/autoapi/abacusai/document_data/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -354,62 +355,62 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.mime_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.mime_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.page_count">
-<span class="sig-name descname"><span class="pre">page_count</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.page_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.page_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.total_page_count">
-<span class="sig-name descname"><span class="pre">total_page_count</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.total_page_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.total_page_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.extracted_text">
-<span class="sig-name descname"><span class="pre">extracted_text</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.extracted_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extracted_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.extracted_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.embedded_text">
-<span class="sig-name descname"><span class="pre">embedded_text</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.embedded_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embedded_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.embedded_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.pages">
-<span class="sig-name descname"><span class="pre">pages</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.pages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pages</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.pages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.tokens">
-<span class="sig-name descname"><span class="pre">tokens</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.metadata">
-<span class="sig-name descname"><span class="pre">metadata</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.page_markdown">
-<span class="sig-name descname"><span class="pre">page_markdown</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.page_markdown" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_markdown</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.page_markdown" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.extracted_page_text">
-<span class="sig-name descname"><span class="pre">extracted_page_text</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.extracted_page_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extracted_page_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.extracted_page_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData.augmented_page_text">
-<span class="sig-name descname"><span class="pre">augmented_page_text</span></span><a class="headerlink" href="#abacusai.document_data.DocumentData.augmented_page_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">augmented_page_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_data.DocumentData.augmented_page_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/document_retriever/index.html b/docs/autoapi/abacusai/document_retriever/index.html
index 77c7ebd4..43fbf878 100644
--- a/docs/autoapi/abacusai/document_retriever/index.html
+++ b/docs/autoapi/abacusai/document_retriever/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,32 +351,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetriever.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetriever.document_retriever_id">
-<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.document_retriever_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.document_retriever_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetriever.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetriever.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetriever.feature_group_name">
-<span class="sig-name descname"><span class="pre">feature_group_name</span></span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.feature_group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.feature_group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetriever.indexing_required">
-<span class="sig-name descname"><span class="pre">indexing_required</span></span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.indexing_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">indexing_required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever.indexing_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/document_retriever_config/index.html b/docs/autoapi/abacusai/document_retriever_config/index.html
index 4b5176f7..90e2a211 100644
--- a/docs/autoapi/abacusai/document_retriever_config/index.html
+++ b/docs/autoapi/abacusai/document_retriever_config/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_config.DocumentRetrieverConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_config.DocumentRetrieverConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_config.DocumentRetrieverConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.text_encoder" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.text_encoder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_config.DocumentRetrieverConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.score_multiplier_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.score_multiplier_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_config.DocumentRetrieverConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.prune_vectors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.prune_vectors" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.index_metadata_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.index_metadata_columns" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_config.DocumentRetrieverConfig.use_document_summary">
-<span class="sig-name descname"><span class="pre">use_document_summary</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.use_document_summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.use_document_summary" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">summary_instructions</span></span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.summary_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig.summary_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/document_retriever_lookup_result/index.html b/docs/autoapi/abacusai/document_retriever_lookup_result/index.html
index a4afe784..026c33ad 100644
--- a/docs/autoapi/abacusai/document_retriever_lookup_result/index.html
+++ b/docs/autoapi/abacusai/document_retriever_lookup_result/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.document">
-<span class="sig-name descname"><span class="pre">document</span></span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.document" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.document" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.score">
-<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.score" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.properties">
-<span class="sig-name descname"><span class="pre">properties</span></span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.properties" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">properties</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.properties" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.pages">
-<span class="sig-name descname"><span class="pre">pages</span></span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.pages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pages</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.pages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.bounding_boxes">
-<span class="sig-name descname"><span class="pre">bounding_boxes</span></span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bounding_boxes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.document_source">
-<span class="sig-name descname"><span class="pre">document_source</span></span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.document_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_source</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.document_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.image_ids">
-<span class="sig-name descname"><span class="pre">image_ids</span></span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.image_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">image_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.image_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/document_retriever_version/index.html b/docs/autoapi/abacusai/document_retriever_version/index.html
index faab9569..2e167714 100644
--- a/docs/autoapi/abacusai/document_retriever_version/index.html
+++ b/docs/autoapi/abacusai/document_retriever_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -354,57 +355,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.document_retriever_id">
-<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.document_retriever_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.document_retriever_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.document_retriever_version">
-<span class="sig-name descname"><span class="pre">document_retriever_version</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.document_retriever_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retriever_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.document_retriever_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.deployment_status">
-<span class="sig-name descname"><span class="pre">deployment_status</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.deployment_status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.deployment_status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.number_of_chunks">
-<span class="sig-name descname"><span class="pre">number_of_chunks</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.number_of_chunks" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_chunks</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.number_of_chunks" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.embedding_file_size">
-<span class="sig-name descname"><span class="pre">embedding_file_size</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.embedding_file_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embedding_file_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.embedding_file_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion.warnings">
-<span class="sig-name descname"><span class="pre">warnings</span></span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.warnings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion.warnings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/drift_distribution/index.html b/docs/autoapi/abacusai/drift_distribution/index.html
index b8aabed3..74d1ce9d 100644
--- a/docs/autoapi/abacusai/drift_distribution/index.html
+++ b/docs/autoapi/abacusai/drift_distribution/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,17 +347,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.drift_distribution.DriftDistribution.train_column">
-<span class="sig-name descname"><span class="pre">train_column</span></span><a class="headerlink" href="#abacusai.drift_distribution.DriftDistribution.train_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.drift_distribution.DriftDistribution.train_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.drift_distribution.DriftDistribution.predicted_column">
-<span class="sig-name descname"><span class="pre">predicted_column</span></span><a class="headerlink" href="#abacusai.drift_distribution.DriftDistribution.predicted_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predicted_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.drift_distribution.DriftDistribution.predicted_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.drift_distribution.DriftDistribution.metrics">
-<span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#abacusai.drift_distribution.DriftDistribution.metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.drift_distribution.DriftDistribution.metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/drift_distributions/index.html b/docs/autoapi/abacusai/drift_distributions/index.html
index 9e75643b..efeb4e60 100644
--- a/docs/autoapi/abacusai/drift_distributions/index.html
+++ b/docs/autoapi/abacusai/drift_distributions/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/eda/index.html b/docs/autoapi/abacusai/eda/index.html
index 181a5a23..e3088741 100644
--- a/docs/autoapi/abacusai/eda/index.html
+++ b/docs/autoapi/abacusai/eda/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -352,42 +353,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.eda_id">
-<span class="sig-name descname"><span class="pre">eda_id</span></span><a class="headerlink" href="#abacusai.eda.Eda.eda_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.eda_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.eda.Eda.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.eda.Eda.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.eda.Eda.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.eda.Eda.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.reference_feature_group_version">
-<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><a class="headerlink" href="#abacusai.eda.Eda.reference_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.reference_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.test_feature_group_version">
-<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><a class="headerlink" href="#abacusai.eda.Eda.test_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.test_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda.Eda.eda_configs">
-<span class="sig-name descname"><span class="pre">eda_configs</span></span><a class="headerlink" href="#abacusai.eda.Eda.eda_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda.Eda.eda_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/eda_chart_description/index.html b/docs/autoapi/abacusai/eda_chart_description/index.html
index f03e32bd..c241e0e0 100644
--- a/docs/autoapi/abacusai/eda_chart_description/index.html
+++ b/docs/autoapi/abacusai/eda_chart_description/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_chart_description.EdaChartDescription.chart_type">
-<span class="sig-name descname"><span class="pre">chart_type</span></span><a class="headerlink" href="#abacusai.eda_chart_description.EdaChartDescription.chart_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chart_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_chart_description.EdaChartDescription.chart_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_chart_description.EdaChartDescription.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.eda_chart_description.EdaChartDescription.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_chart_description.EdaChartDescription.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/eda_collinearity/index.html b/docs/autoapi/abacusai/eda_collinearity/index.html
index 6ae81ec0..cd7ae982 100644
--- a/docs/autoapi/abacusai/eda_collinearity/index.html
+++ b/docs/autoapi/abacusai/eda_collinearity/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_collinearity.EdaCollinearity.column_names">
-<span class="sig-name descname"><span class="pre">column_names</span></span><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_collinearity.EdaCollinearity.collinearity_matrix">
-<span class="sig-name descname"><span class="pre">collinearity_matrix</span></span><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.collinearity_matrix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">collinearity_matrix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.collinearity_matrix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_collinearity.EdaCollinearity.group_feature_dict">
-<span class="sig-name descname"><span class="pre">group_feature_dict</span></span><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.group_feature_dict" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_feature_dict</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.group_feature_dict" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_collinearity.EdaCollinearity.collinearity_groups">
-<span class="sig-name descname"><span class="pre">collinearity_groups</span></span><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.collinearity_groups" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">collinearity_groups</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.collinearity_groups" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_collinearity.EdaCollinearity.column_names_x">
-<span class="sig-name descname"><span class="pre">column_names_x</span></span><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.column_names_x" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_names_x</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity.column_names_x" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/eda_data_consistency/index.html b/docs/autoapi/abacusai/eda_data_consistency/index.html
index 2819e609..657ea333 100644
--- a/docs/autoapi/abacusai/eda_data_consistency/index.html
+++ b/docs/autoapi/abacusai/eda_data_consistency/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,17 +350,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_data_consistency.EdaDataConsistency.column_names">
-<span class="sig-name descname"><span class="pre">column_names</span></span><a class="headerlink" href="#abacusai.eda_data_consistency.EdaDataConsistency.column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_data_consistency.EdaDataConsistency.column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_data_consistency.EdaDataConsistency.primary_keys">
-<span class="sig-name descname"><span class="pre">primary_keys</span></span><a class="headerlink" href="#abacusai.eda_data_consistency.EdaDataConsistency.primary_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_data_consistency.EdaDataConsistency.primary_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_data_consistency.EdaDataConsistency.transformation_column_names">
-<span class="sig-name descname"><span class="pre">transformation_column_names</span></span><a class="headerlink" href="#abacusai.eda_data_consistency.EdaDataConsistency.transformation_column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">transformation_column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_data_consistency.EdaDataConsistency.transformation_column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/eda_feature_association/index.html b/docs/autoapi/abacusai/eda_feature_association/index.html
index 38efccfb..ae38cd40 100644
--- a/docs/autoapi/abacusai/eda_feature_association/index.html
+++ b/docs/autoapi/abacusai/eda_feature_association/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.is_scatter">
-<span class="sig-name descname"><span class="pre">is_scatter</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.is_scatter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_scatter</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.is_scatter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.is_box_whisker">
-<span class="sig-name descname"><span class="pre">is_box_whisker</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.is_box_whisker" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_box_whisker</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.is_box_whisker" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.x_axis">
-<span class="sig-name descname"><span class="pre">x_axis</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.x_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">x_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.x_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.y_axis">
-<span class="sig-name descname"><span class="pre">y_axis</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.y_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">y_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.y_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.x_axis_column_values">
-<span class="sig-name descname"><span class="pre">x_axis_column_values</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.x_axis_column_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">x_axis_column_values</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.x_axis_column_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.y_axis_column_values">
-<span class="sig-name descname"><span class="pre">y_axis_column_values</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.y_axis_column_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">y_axis_column_values</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.y_axis_column_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation.data_columns">
-<span class="sig-name descname"><span class="pre">data_columns</span></span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.data_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation.data_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/eda_feature_collinearity/index.html b/docs/autoapi/abacusai/eda_feature_collinearity/index.html
index d94813e3..2e3e23f0 100644
--- a/docs/autoapi/abacusai/eda_feature_collinearity/index.html
+++ b/docs/autoapi/abacusai/eda_feature_collinearity/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_collinearity.EdaFeatureCollinearity.selected_feature">
-<span class="sig-name descname"><span class="pre">selected_feature</span></span><a class="headerlink" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.selected_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">selected_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.selected_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_collinearity.EdaFeatureCollinearity.sorted_column_names">
-<span class="sig-name descname"><span class="pre">sorted_column_names</span></span><a class="headerlink" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.sorted_column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sorted_column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.sorted_column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_feature_collinearity.EdaFeatureCollinearity.feature_collinearity">
-<span class="sig-name descname"><span class="pre">feature_collinearity</span></span><a class="headerlink" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.feature_collinearity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_collinearity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.feature_collinearity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/eda_forecasting_analysis/index.html b/docs/autoapi/abacusai/eda_forecasting_analysis/index.html
index 18ada34e..5b620f11 100644
--- a/docs/autoapi/abacusai/eda_forecasting_analysis/index.html
+++ b/docs/autoapi/abacusai/eda_forecasting_analysis/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -364,22 +365,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.primary_keys">
-<span class="sig-name descname"><span class="pre">primary_keys</span></span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.primary_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.primary_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.forecasting_target_feature">
-<span class="sig-name descname"><span class="pre">forecasting_target_feature</span></span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.forecasting_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecasting_target_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.forecasting_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.timestamp_feature">
-<span class="sig-name descname"><span class="pre">timestamp_feature</span></span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.timestamp_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.timestamp_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/eda_version/index.html b/docs/autoapi/abacusai/eda_version/index.html
index fb1a0ad6..ac82faa2 100644
--- a/docs/autoapi/abacusai/eda_version/index.html
+++ b/docs/autoapi/abacusai/eda_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.eda_version">
-<span class="sig-name descname"><span class="pre">eda_version</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.eda_id">
-<span class="sig-name descname"><span class="pre">eda_id</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.eda_started_at">
-<span class="sig-name descname"><span class="pre">eda_started_at</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.eda_completed_at">
-<span class="sig-name descname"><span class="pre">eda_completed_at</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.eda_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.reference_feature_group_version">
-<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.reference_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.reference_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.test_feature_group_version">
-<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.test_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.test_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.eda_version.EdaVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.eda_version.EdaVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/embedding_feature_drift_distribution/index.html b/docs/autoapi/abacusai/embedding_feature_drift_distribution/index.html
index 54ba4b58..8e218660 100644
--- a/docs/autoapi/abacusai/embedding_feature_drift_distribution/index.html
+++ b/docs/autoapi/abacusai/embedding_feature_drift_distribution/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,37 +351,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.distance">
-<span class="sig-name descname"><span class="pre">distance</span></span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.js_distance">
-<span class="sig-name descname"><span class="pre">js_distance</span></span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.js_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">js_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.js_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.ws_distance">
-<span class="sig-name descname"><span class="pre">ws_distance</span></span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.ws_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ws_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.ws_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.ks_statistic">
-<span class="sig-name descname"><span class="pre">ks_statistic</span></span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.ks_statistic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ks_statistic</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.ks_statistic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.psi">
-<span class="sig-name descname"><span class="pre">psi</span></span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.psi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">psi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.psi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.csi">
-<span class="sig-name descname"><span class="pre">csi</span></span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.csi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.csi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.chi_square">
-<span class="sig-name descname"><span class="pre">chi_square</span></span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.chi_square" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chi_square</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution.chi_square" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/execute_feature_group_operation/index.html b/docs/autoapi/abacusai/execute_feature_group_operation/index.html
index 7d3041b3..e636c118 100644
--- a/docs/autoapi/abacusai/execute_feature_group_operation/index.html
+++ b/docs/autoapi/abacusai/execute_feature_group_operation/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.feature_group_operation_run_id">
-<span class="sig-name descname"><span class="pre">feature_group_operation_run_id</span></span><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.feature_group_operation_run_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_operation_run_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.feature_group_operation_run_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.query">
-<span class="sig-name descname"><span class="pre">query</span></span><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.query" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.query" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/external_application/index.html b/docs/autoapi/abacusai/external_application/index.html
index 89a39c9c..f6701a6c 100644
--- a/docs/autoapi/abacusai/external_application/index.html
+++ b/docs/autoapi/abacusai/external_application/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -330,7 +331,7 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.external_application.</span></span><span class="sig-name descname"><span class="pre">ExternalApplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isAgent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationRetentionHours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">managedUserService</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOverrides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemCreated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isCustomizable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDeprecated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_application.ExternalApplication" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.external_application.</span></span><span class="sig-name descname"><span class="pre">ExternalApplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isAgent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationRetentionHours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">managedUserService</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOverrides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemCreated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isCustomizable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDeprecated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isVisible</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_application.ExternalApplication" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
 <p>An external application.</p>
 <dl class="field-list simple">
@@ -353,87 +354,93 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>isSystemCreated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application is system created.</p></li>
 <li><p><strong>isCustomizable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application is customizable.</p></li>
 <li><p><strong>isDeprecated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application is deprecated. Only applicable for system created bots. Deprecated external applications will not show in the UI.</p></li>
+<li><p><strong>isVisible</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application should be shown in the dropdown.</p></li>
 </ul>
 </dd>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.external_application_id">
-<span class="sig-name descname"><span class="pre">external_application_id</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.external_application_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.external_application_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.logo">
-<span class="sig-name descname"><span class="pre">logo</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.logo" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logo</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.logo" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.theme">
-<span class="sig-name descname"><span class="pre">theme</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.theme" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">theme</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.theme" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.user_group_ids">
-<span class="sig-name descname"><span class="pre">user_group_ids</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.user_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.user_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.is_agent">
-<span class="sig-name descname"><span class="pre">is_agent</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_agent</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_agent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.deployment_conversation_retention_hours">
-<span class="sig-name descname"><span class="pre">deployment_conversation_retention_hours</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.deployment_conversation_retention_hours" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_retention_hours</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.deployment_conversation_retention_hours" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.managed_user_service">
-<span class="sig-name descname"><span class="pre">managed_user_service</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.managed_user_service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">managed_user_service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.managed_user_service" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.prediction_overrides">
-<span class="sig-name descname"><span class="pre">prediction_overrides</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.prediction_overrides" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.prediction_overrides" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.is_system_created">
-<span class="sig-name descname"><span class="pre">is_system_created</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_system_created" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_system_created</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_system_created" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.is_customizable">
-<span class="sig-name descname"><span class="pre">is_customizable</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_customizable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_customizable</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_customizable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.is_deprecated">
-<span class="sig-name descname"><span class="pre">is_deprecated</span></span><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_deprecated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_deprecated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_deprecated" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication.is_visible">
+<span class="sig-name descname"><span class="pre">is_visible</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_application.ExternalApplication.is_visible" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/external_invite/index.html b/docs/autoapi/abacusai/external_invite/index.html
index 762c27ab..a001a3fd 100644
--- a/docs/autoapi/abacusai/external_invite/index.html
+++ b/docs/autoapi/abacusai/external_invite/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_invite.ExternalInvite.user_already_in_org">
-<span class="sig-name descname"><span class="pre">user_already_in_org</span></span><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.user_already_in_org" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_already_in_org</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.user_already_in_org" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_invite.ExternalInvite.user_already_in_app_group">
-<span class="sig-name descname"><span class="pre">user_already_in_app_group</span></span><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.user_already_in_app_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_already_in_app_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.user_already_in_app_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.external_invite.ExternalInvite.user_exists_as_internal">
-<span class="sig-name descname"><span class="pre">user_exists_as_internal</span></span><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.user_exists_as_internal" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_exists_as_internal</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.user_exists_as_internal" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.external_invite.ExternalInvite.successful_invites">
-<span class="sig-name descname"><span class="pre">successful_invites</span></span><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.successful_invites" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">successful_invites</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.external_invite.ExternalInvite.successful_invites" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/extracted_fields/index.html b/docs/autoapi/abacusai/extracted_fields/index.html
index a2ea4514..73922b36 100644
--- a/docs/autoapi/abacusai/extracted_fields/index.html
+++ b/docs/autoapi/abacusai/extracted_fields/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.extracted_fields.ExtractedFields.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.extracted_fields.ExtractedFields.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.extracted_fields.ExtractedFields.data" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.extracted_fields.ExtractedFields.raw_llm_response">
-<span class="sig-name descname"><span class="pre">raw_llm_response</span></span><a class="headerlink" href="#abacusai.extracted_fields.ExtractedFields.raw_llm_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">raw_llm_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.extracted_fields.ExtractedFields.raw_llm_response" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature/index.html b/docs/autoapi/abacusai/feature/index.html
index 89653ad5..cd36f978 100644
--- a/docs/autoapi/abacusai/feature/index.html
+++ b/docs/autoapi/abacusai/feature/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -356,62 +357,62 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.feature.Feature.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.select_clause">
-<span class="sig-name descname"><span class="pre">select_clause</span></span><a class="headerlink" href="#abacusai.feature.Feature.select_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">select_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.select_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.feature.Feature.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.source_table">
-<span class="sig-name descname"><span class="pre">source_table</span></span><a class="headerlink" href="#abacusai.feature.Feature.source_table" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.source_table" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.original_name">
-<span class="sig-name descname"><span class="pre">original_name</span></span><a class="headerlink" href="#abacusai.feature.Feature.original_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">original_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.original_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.using_clause">
-<span class="sig-name descname"><span class="pre">using_clause</span></span><a class="headerlink" href="#abacusai.feature.Feature.using_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">using_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.using_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.order_clause">
-<span class="sig-name descname"><span class="pre">order_clause</span></span><a class="headerlink" href="#abacusai.feature.Feature.order_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">order_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.order_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.where_clause">
-<span class="sig-name descname"><span class="pre">where_clause</span></span><a class="headerlink" href="#abacusai.feature.Feature.where_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">where_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.where_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.feature.Feature.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.feature.Feature.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.feature.Feature.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.detected_feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature.Feature.detected_data_type">
-<span class="sig-name descname"><span class="pre">detected_data_type</span></span><a class="headerlink" href="#abacusai.feature.Feature.detected_data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature.Feature.detected_data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_distribution/index.html b/docs/autoapi/abacusai/feature_distribution/index.html
index f80b60f6..a150c793 100644
--- a/docs/autoapi/abacusai/feature_distribution/index.html
+++ b/docs/autoapi/abacusai/feature_distribution/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution.training_distribution">
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+<span class="sig-name descname"><span class="pre">training_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.training_distribution" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution.prediction_distribution">
-<span class="sig-name descname"><span class="pre">prediction_distribution</span></span><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.prediction_distribution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.prediction_distribution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution.numerical_training_distribution">
-<span class="sig-name descname"><span class="pre">numerical_training_distribution</span></span><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.numerical_training_distribution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">numerical_training_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.numerical_training_distribution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution.numerical_prediction_distribution">
-<span class="sig-name descname"><span class="pre">numerical_prediction_distribution</span></span><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.numerical_prediction_distribution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">numerical_prediction_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.numerical_prediction_distribution" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution.training_statistics">
-<span class="sig-name descname"><span class="pre">training_statistics</span></span><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.training_statistics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_statistics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.training_statistics" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution.prediction_statistics">
-<span class="sig-name descname"><span class="pre">prediction_statistics</span></span><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.prediction_statistics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_statistics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution.prediction_statistics" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_drift_record/index.html b/docs/autoapi/abacusai/feature_drift_record/index.html
index e922a36c..735204db 100644
--- a/docs/autoapi/abacusai/feature_drift_record/index.html
+++ b/docs/autoapi/abacusai/feature_drift_record/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.name" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">distance</span></span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.distance" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">js_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.js_distance" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">ws_distance</span></span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.ws_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ws_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.ws_distance" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_record.FeatureDriftRecord.ks_statistic">
-<span class="sig-name descname"><span class="pre">ks_statistic</span></span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.ks_statistic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ks_statistic</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.ks_statistic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_record.FeatureDriftRecord.psi">
-<span class="sig-name descname"><span class="pre">psi</span></span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.psi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">psi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.psi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_record.FeatureDriftRecord.csi">
-<span class="sig-name descname"><span class="pre">csi</span></span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.csi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.csi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_record.FeatureDriftRecord.chi_square">
-<span class="sig-name descname"><span class="pre">chi_square</span></span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.chi_square" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chi_square</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord.chi_square" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_drift_summary/index.html b/docs/autoapi/abacusai/feature_drift_summary/index.html
index daf3c183..73954139 100644
--- a/docs/autoapi/abacusai/feature_drift_summary/index.html
+++ b/docs/autoapi/abacusai/feature_drift_summary/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -358,67 +359,67 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.feature_index">
-<span class="sig-name descname"><span class="pre">feature_index</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.feature_index" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_index</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.feature_index" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.distance">
-<span class="sig-name descname"><span class="pre">distance</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.js_distance">
-<span class="sig-name descname"><span class="pre">js_distance</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.js_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">js_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.js_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.ws_distance">
-<span class="sig-name descname"><span class="pre">ws_distance</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.ws_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ws_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.ws_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.ks_statistic">
-<span class="sig-name descname"><span class="pre">ks_statistic</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.ks_statistic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ks_statistic</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.ks_statistic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.prediction_drift">
-<span class="sig-name descname"><span class="pre">prediction_drift</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.prediction_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.prediction_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.target_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.target_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.data_integrity_timeseries">
-<span class="sig-name descname"><span class="pre">data_integrity_timeseries</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.data_integrity_timeseries" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity_timeseries</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.data_integrity_timeseries" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.nested_summary">
-<span class="sig-name descname"><span class="pre">nested_summary</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.nested_summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_summary</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.nested_summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.psi">
-<span class="sig-name descname"><span class="pre">psi</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.psi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">psi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.psi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.csi">
-<span class="sig-name descname"><span class="pre">csi</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.csi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.csi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary.chi_square">
-<span class="sig-name descname"><span class="pre">chi_square</span></span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.chi_square" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chi_square</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary.chi_square" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_group/index.html b/docs/autoapi/abacusai/feature_group/index.html
index 6d7243e8..7ddc275f 100644
--- a/docs/autoapi/abacusai/feature_group/index.html
+++ b/docs/autoapi/abacusai/feature_group/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -391,182 +392,182 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.modification_lock">
-<span class="sig-name descname"><span class="pre">modification_lock</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.modification_lock" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">modification_lock</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.modification_lock" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.feature_group_source_type">
-<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.table_name">
-<span class="sig-name descname"><span class="pre">table_name</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.function_source_code">
-<span class="sig-name descname"><span class="pre">function_source_code</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.function_source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.function_source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.source_tables">
-<span class="sig-name descname"><span class="pre">source_tables</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.source_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.source_tables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.sql_error">
-<span class="sig-name descname"><span class="pre">sql_error</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.sql_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.sql_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.latest_version_outdated">
-<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.referenced_feature_groups">
-<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.primary_key">
-<span class="sig-name descname"><span class="pre">primary_key</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.primary_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.primary_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.update_timestamp_key">
-<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.lookup_keys">
-<span class="sig-name descname"><span class="pre">lookup_keys</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.streaming_enabled">
-<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.incremental">
-<span class="sig-name descname"><span class="pre">incremental</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.incremental" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.incremental" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.merge_config">
-<span class="sig-name descname"><span class="pre">merge_config</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.merge_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.merge_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.sampling_config">
-<span class="sig-name descname"><span class="pre">sampling_config</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.sampling_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sampling_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.sampling_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.streaming_ready">
-<span class="sig-name descname"><span class="pre">streaming_ready</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_ready</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.feature_tags">
-<span class="sig-name descname"><span class="pre">feature_tags</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.module_name">
-<span class="sig-name descname"><span class="pre">module_name</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.module_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">module_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.module_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.template_bindings">
-<span class="sig-name descname"><span class="pre">template_bindings</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.template_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.template_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.feature_expression">
-<span class="sig-name descname"><span class="pre">feature_expression</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.feature_expression" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.use_original_csv_names">
-<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.python_function_bindings">
-<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.python_function_name">
-<span class="sig-name descname"><span class="pre">python_function_name</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.python_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.python_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.version_limit">
-<span class="sig-name descname"><span class="pre">version_limit</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.version_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">version_limit</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.version_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup.export_on_materialization">
-<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group.FeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_group_document/index.html b/docs/autoapi/abacusai/feature_group_document/index.html
index 909cbc29..cd160724 100644
--- a/docs/autoapi/abacusai/feature_group_document/index.html
+++ b/docs/autoapi/abacusai/feature_group_document/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.feature_group_document.FeatureGroupDocument.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.feature_group_document.FeatureGroupDocument.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_document.FeatureGroupDocument.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_document.FeatureGroupDocument.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.feature_group_document.FeatureGroupDocument.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_document.FeatureGroupDocument.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_document.FeatureGroupDocument.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.feature_group_document.FeatureGroupDocument.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_document.FeatureGroupDocument.status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_group_export/index.html b/docs/autoapi/abacusai/feature_group_export/index.html
index 32642d49..16380aef 100644
--- a/docs/autoapi/abacusai/feature_group_export/index.html
+++ b/docs/autoapi/abacusai/feature_group_export/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -361,92 +362,92 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">feature_group_export_id</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.feature_group_export_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_export_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.feature_group_export_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">failed_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.failed_writes" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">total_writes</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.total_writes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.total_writes" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.feature_group_version" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.connector_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_export.FeatureGroupExport.output_location">
-<span class="sig-name descname"><span class="pre">output_location</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.output_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.output_location" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">file_format</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.file_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.database_connector_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_export.FeatureGroupExport.object_name">
-<span class="sig-name descname"><span class="pre">object_name</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.object_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.object_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_export.FeatureGroupExport.write_mode">
-<span class="sig-name descname"><span class="pre">write_mode</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.write_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_mode</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.write_mode" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.database_feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.database_feature_mapping" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">id_column</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.id_column" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_export.FeatureGroupExport.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_export.FeatureGroupExport.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.created_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">export_completed_at</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.export_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.export_completed_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.additional_id_columns" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_export.FeatureGroupExport.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.error" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">database_output_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport.database_output_error" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_export_config/index.html b/docs/autoapi/abacusai/feature_group_export_config/index.html
index 030ffdee..a40b0e06 100644
--- a/docs/autoapi/abacusai/feature_group_export_config/index.html
+++ b/docs/autoapi/abacusai/feature_group_export_config/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.output_location" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">file_format</span></span><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.file_format" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.database_connector_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.object_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">write_mode</span></span><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.write_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_mode</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.write_mode" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.database_feature_mapping" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">id_column</span></span><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.id_column" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_export_download_url/index.html b/docs/autoapi/abacusai/feature_group_export_download_url/index.html
index 9bbec032..067d3e93 100644
--- a/docs/autoapi/abacusai/feature_group_export_download_url/index.html
+++ b/docs/autoapi/abacusai/feature_group_export_download_url/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">download_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl.download_url" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">expires_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl.expires_at" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_lineage/index.html b/docs/autoapi/abacusai/feature_group_lineage/index.html
index df1cec53..0530ff85 100644
--- a/docs/autoapi/abacusai/feature_group_lineage/index.html
+++ b/docs/autoapi/abacusai/feature_group_lineage/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">nodes</span></span><a class="headerlink" href="#abacusai.feature_group_lineage.FeatureGroupLineage.nodes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_lineage.FeatureGroupLineage.nodes" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">connections</span></span><a class="headerlink" href="#abacusai.feature_group_lineage.FeatureGroupLineage.connections" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connections</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_lineage.FeatureGroupLineage.connections" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html b/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html
index b383a7b5..505100ff 100644
--- a/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html
+++ b/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,47 +352,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.connector_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.location" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.export_file_format" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.database_feature_mapping" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">external_connection_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.external_connection_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.id_column" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.object_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">write_mode</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig.write_mode" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_row/index.html b/docs/autoapi/abacusai/feature_group_row/index.html
index 23885de5..87d15708 100644
--- a/docs/autoapi/abacusai/feature_group_row/index.html
+++ b/docs/autoapi/abacusai/feature_group_row/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row.FeatureGroupRow.feature_group_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row.FeatureGroupRow.primary_key" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row.FeatureGroupRow.created_at" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.feature_group_row.FeatureGroupRow.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row.FeatureGroupRow.updated_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row.FeatureGroupRow.contents" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_row_process/index.html b/docs/autoapi/abacusai/feature_group_row_process/index.html
index c63f2339..a6e4af84 100644
--- a/docs/autoapi/abacusai/feature_group_row_process/index.html
+++ b/docs/autoapi/abacusai/feature_group_row_process/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.feature_group_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.deployment_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">primary_key_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.primary_key_value" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_group_row_process_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.feature_group_row_process_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.created_at" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.updated_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.started_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.completed_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">timeout_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.timeout_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">retries_remaining</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.retries_remaining" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">total_attempts_allowed</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.total_attempts_allowed" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.status" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess.error" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_row_process_logs/index.html b/docs/autoapi/abacusai/feature_group_row_process_logs/index.html
index 7f79a58e..fead1afd 100644
--- a/docs/autoapi/abacusai/feature_group_row_process_logs/index.html
+++ b/docs/autoapi/abacusai/feature_group_row_process_logs/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.logs">
-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.logs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.primary_key_value">
-<span class="sig-name descname"><span class="pre">primary_key_value</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.primary_key_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.primary_key_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.feature_group_row_process_id">
-<span class="sig-name descname"><span class="pre">feature_group_row_process_id</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.feature_group_row_process_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_process_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs.feature_group_row_process_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_group_row_process_summary/index.html b/docs/autoapi/abacusai/feature_group_row_process_summary/index.html
index f65f1fef..d7cfb9c4 100644
--- a/docs/autoapi/abacusai/feature_group_row_process_summary/index.html
+++ b/docs/autoapi/abacusai/feature_group_row_process_summary/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.total_processes">
-<span class="sig-name descname"><span class="pre">total_processes</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.total_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.total_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.pending_processes">
-<span class="sig-name descname"><span class="pre">pending_processes</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.pending_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.pending_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.processing_processes">
-<span class="sig-name descname"><span class="pre">processing_processes</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.processing_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">processing_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.processing_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.complete_processes">
-<span class="sig-name descname"><span class="pre">complete_processes</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.complete_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">complete_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.complete_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.failed_processes">
-<span class="sig-name descname"><span class="pre">failed_processes</span></span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.failed_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary.failed_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_group_template/index.html b/docs/autoapi/abacusai/feature_group_template/index.html
index 56cb2a94..7f6fbf93 100644
--- a/docs/autoapi/abacusai/feature_group_template/index.html
+++ b/docs/autoapi/abacusai/feature_group_template/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,47 +352,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.feature_group_template_id">
-<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.is_system_template">
-<span class="sig-name descname"><span class="pre">is_system_template</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.is_system_template" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_system_template</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.is_system_template" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.template_sql">
-<span class="sig-name descname"><span class="pre">template_sql</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.template_variables">
-<span class="sig-name descname"><span class="pre">template_variables</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.template_variables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_variables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.template_variables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_group_template_variable_options/index.html b/docs/autoapi/abacusai/feature_group_template_variable_options/index.html
index 8deaf891..b650463e 100644
--- a/docs/autoapi/abacusai/feature_group_template_variable_options/index.html
+++ b/docs/autoapi/abacusai/feature_group_template_variable_options/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.template_variable_options">
-<span class="sig-name descname"><span class="pre">template_variable_options</span></span><a class="headerlink" href="#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.template_variable_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_variable_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.template_variable_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.user_feedback">
-<span class="sig-name descname"><span class="pre">user_feedback</span></span><a class="headerlink" href="#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.user_feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_feedback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.user_feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/feature_group_version/index.html b/docs/autoapi/abacusai/feature_group_version/index.html
index 951135b1..6a3e5f70 100644
--- a/docs/autoapi/abacusai/feature_group_version/index.html
+++ b/docs/autoapi/abacusai/feature_group_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -365,92 +366,92 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">source_tables</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.source_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.source_tables" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.source_dataset_versions">
-<span class="sig-name descname"><span class="pre">source_dataset_versions</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.source_dataset_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_dataset_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.source_dataset_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.created_at" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.error" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.deployable">
-<span class="sig-name descname"><span class="pre">deployable</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.deployable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployable</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.deployable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.memory" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.use_original_csv_names">
-<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.use_original_csv_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.use_original_csv_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.python_function_bindings">
-<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.python_function_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.python_function_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.indexing_config_warning_msg">
-<span class="sig-name descname"><span class="pre">indexing_config_warning_msg</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.indexing_config_warning_msg" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">indexing_config_warning_msg</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.indexing_config_warning_msg" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.materialization_started_at">
-<span class="sig-name descname"><span class="pre">materialization_started_at</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.materialization_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">materialization_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.materialization_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.materialization_completed_at">
-<span class="sig-name descname"><span class="pre">materialization_completed_at</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.materialization_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">materialization_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.materialization_completed_at" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion.columns">
-<span class="sig-name descname"><span class="pre">columns</span></span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.columns" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">template_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion.template_bindings" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_group_version_logs/index.html b/docs/autoapi/abacusai/feature_group_version_logs/index.html
index 32bd8432..ce2bab28 100644
--- a/docs/autoapi/abacusai/feature_group_version_logs/index.html
+++ b/docs/autoapi/abacusai/feature_group_version_logs/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_group_version_logs.FeatureGroupVersionLogs.logs" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_importance/index.html b/docs/autoapi/abacusai/feature_importance/index.html
index 0e5eb010..f4672be3 100644
--- a/docs/autoapi/abacusai/feature_importance/index.html
+++ b/docs/autoapi/abacusai/feature_importance/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">shap_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_importance.FeatureImportance.shap_feature_importance" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">lime_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_importance.FeatureImportance.lime_feature_importance" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">permutation_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_importance.FeatureImportance.permutation_feature_importance" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">null_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_importance.FeatureImportance.null_feature_importance" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">lofo_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_importance.FeatureImportance.lofo_feature_importance" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">ebm_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_importance.FeatureImportance.ebm_feature_importance" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_mapping/index.html b/docs/autoapi/abacusai/feature_mapping/index.html
index bcc1f702..3a2faa64 100644
--- a/docs/autoapi/abacusai/feature_mapping/index.html
+++ b/docs/autoapi/abacusai/feature_mapping/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.feature_mapping.FeatureMapping.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_mapping.FeatureMapping.feature_mapping" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_mapping.FeatureMapping.feature_name" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/feature_performance_analysis/index.html b/docs/autoapi/abacusai/feature_performance_analysis/index.html
index 6f9aa512..11e7c5d3 100644
--- a/docs/autoapi/abacusai/feature_performance_analysis/index.html
+++ b/docs/autoapi/abacusai/feature_performance_analysis/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">features</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.feature_performance_analysis.FeaturePerformanceAnalysis.features" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
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+<span class="sig-name descname"><span class="pre">verified</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.file_connector_verification.FileConnectorVerification.verified" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">finetuned_pretrained_model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.finetuned_pretrained_model_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">finetuned_pretrained_model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.finetuned_pretrained_model_version" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.updated_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.config" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">base_model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.base_model" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,32 +351,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.x_axis">
-<span class="sig-name descname"><span class="pre">x_axis</span></span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.x_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">x_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.x_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.y_axis">
-<span class="sig-name descname"><span class="pre">y_axis</span></span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.y_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">y_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.y_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.data_columns">
-<span class="sig-name descname"><span class="pre">data_columns</span></span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.data_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.data_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.chart_name">
-<span class="sig-name descname"><span class="pre">chart_name</span></span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.chart_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chart_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.chart_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.chart_types">
-<span class="sig-name descname"><span class="pre">chart_types</span></span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.chart_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chart_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.chart_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html b/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html
index 175362d5..28f5faa0 100644
--- a/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html
+++ b/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/forecasting_monitor_summary/index.html b/docs/autoapi/abacusai/forecasting_monitor_summary/index.html
index 21f329a4..ae08479a 100644
--- a/docs/autoapi/abacusai/forecasting_monitor_summary/index.html
+++ b/docs/autoapi/abacusai/forecasting_monitor_summary/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -357,37 +358,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_timestamp_col">
-<span class="sig-name descname"><span class="pre">prediction_timestamp_col</span></span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_timestamp_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_timestamp_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_timestamp_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_target_col">
-<span class="sig-name descname"><span class="pre">prediction_target_col</span></span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_target_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_target_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_target_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_timestamp_col">
-<span class="sig-name descname"><span class="pre">training_timestamp_col</span></span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_timestamp_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_timestamp_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_timestamp_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_target_col">
-<span class="sig-name descname"><span class="pre">training_target_col</span></span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_target_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_target_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_target_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_item_id">
-<span class="sig-name descname"><span class="pre">prediction_item_id</span></span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_item_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_item_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.prediction_item_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_item_id">
-<span class="sig-name descname"><span class="pre">training_item_id</span></span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_item_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_item_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.training_item_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/function_logs/index.html b/docs/autoapi/abacusai/function_logs/index.html
index b7cd78f8..ffe7e804 100644
--- a/docs/autoapi/abacusai/function_logs/index.html
+++ b/docs/autoapi/abacusai/function_logs/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,27 +349,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.function_logs.FunctionLogs.function">
-<span class="sig-name descname"><span class="pre">function</span></span><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.function" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.function" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.function_logs.FunctionLogs.stats">
-<span class="sig-name descname"><span class="pre">stats</span></span><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.stats" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stats</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.stats" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.function_logs.FunctionLogs.stdout">
-<span class="sig-name descname"><span class="pre">stdout</span></span><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.stdout" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stdout</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.stdout" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.function_logs.FunctionLogs.stderr">
-<span class="sig-name descname"><span class="pre">stderr</span></span><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.stderr" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stderr</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.stderr" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.function_logs.FunctionLogs.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.function_logs.FunctionLogs.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html b/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html
index 0c696ac1..ea4986ab 100644
--- a/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html
+++ b/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.display_name">
-<span class="sig-name descname"><span class="pre">display_name</span></span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/global_context/index.html b/docs/autoapi/abacusai/global_context/index.html
index 5905b1ca..d95f690a 100644
--- a/docs/autoapi/abacusai/global_context/index.html
+++ b/docs/autoapi/abacusai/global_context/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/graph_dashboard/index.html b/docs/autoapi/abacusai/graph_dashboard/index.html
index 21584b7b..c44f444c 100644
--- a/docs/autoapi/abacusai/graph_dashboard/index.html
+++ b/docs/autoapi/abacusai/graph_dashboard/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,47 +352,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">graph_dashboard_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.graph_dashboard_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.graph_dashboard.GraphDashboard.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.created_at" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.graph_dashboard.GraphDashboard.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.project_id" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.graph_dashboard.GraphDashboard.python_function_ids">
-<span class="sig-name descname"><span class="pre">python_function_ids</span></span><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.python_function_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.python_function_ids" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">plot_reference_ids</span></span><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.plot_reference_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">plot_reference_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.plot_reference_ids" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">python_function_names</span></span><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.python_function_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.python_function_names" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.graph_dashboard.GraphDashboard.project_name">
-<span class="sig-name descname"><span class="pre">project_name</span></span><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.project_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.project_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.graph_dashboard.GraphDashboard.description">
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+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard.description" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/holdout_analysis/index.html b/docs/autoapi/abacusai/holdout_analysis/index.html
index fd27c6de..2a0febbf 100644
--- a/docs/autoapi/abacusai/holdout_analysis/index.html
+++ b/docs/autoapi/abacusai/holdout_analysis/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">holdout_analysis_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis.HoldoutAnalysis.holdout_analysis_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis.HoldoutAnalysis.name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis.HoldoutAnalysis.feature_group_ids" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis.HoldoutAnalysis.model_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis.HoldoutAnalysis.model_name" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/holdout_analysis_version/index.html b/docs/autoapi/abacusai/holdout_analysis_version/index.html
index 9bbbf2d4..99563133 100644
--- a/docs/autoapi/abacusai/holdout_analysis_version/index.html
+++ b/docs/autoapi/abacusai/holdout_analysis_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,57 +354,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">holdout_analysis_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.holdout_analysis_version" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">holdout_analysis_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.holdout_analysis_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.status" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.error" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.model_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.model_version" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.algorithm" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">algo_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.algo_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.metrics" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">metric_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.metric_infos" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/hosted_model_token/index.html b/docs/autoapi/abacusai/hosted_model_token/index.html
index 3d6cfc4c..f4d03591 100644
--- a/docs/autoapi/abacusai/hosted_model_token/index.html
+++ b/docs/autoapi/abacusai/hosted_model_token/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.hosted_model_token.HostedModelToken.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">tag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.hosted_model_token.HostedModelToken.tag" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">trailing_auth_token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.hosted_model_token.HostedModelToken.trailing_auth_token" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">hosted_model_token_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.hosted_model_token.HostedModelToken.hosted_model_token_id" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/image_gen_settings/index.html b/docs/autoapi/abacusai/image_gen_settings/index.html
index 7a0865f2..c80bcb70 100644
--- a/docs/autoapi/abacusai/image_gen_settings/index.html
+++ b/docs/autoapi/abacusai/image_gen_settings/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.image_gen_settings.ImageGenSettings.model">
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+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.image_gen_settings.ImageGenSettings.model" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.image_gen_settings.ImageGenSettings.settings">
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+<span class="sig-name descname"><span class="pre">settings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.image_gen_settings.ImageGenSettings.settings" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/index.html b/docs/autoapi/abacusai/index.html
index b1dfc15a..8adab554 100644
--- a/docs/autoapi/abacusai/index.html
+++ b/docs/autoapi/abacusai/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -524,7 +525,7 @@
 <li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputMapping.variable_source"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputMapping.variable_source</span></code></a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputMapping.default_value"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputMapping.default_value</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputMapping.__post_init__"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputMapping.__post_init__()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputMapping.to_dict"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputMapping.to_dict()</span></code></a></li>
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@@ -554,8 +555,15 @@
 <li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputSchema.from_dict"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputSchema.from_dict()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="#abacusai.TriggerConfig"><code class="docutils literal notranslate"><span class="pre">TriggerConfig</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TriggerConfig.sleep_time"><code class="docutils literal notranslate"><span class="pre">TriggerConfig.sleep_time</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TriggerConfig.to_dict"><code class="docutils literal notranslate"><span class="pre">TriggerConfig.to_dict()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TriggerConfig.from_dict"><code class="docutils literal notranslate"><span class="pre">TriggerConfig.from_dict()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l3"><a class="reference internal" href="#abacusai.WorkflowGraphNode"><code class="docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowGraphNode.template_metadata"><code class="docutils literal notranslate"><span class="pre">WorkflowGraphNode.template_metadata</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowGraphNode.trigger_config"><code class="docutils literal notranslate"><span class="pre">WorkflowGraphNode.trigger_config</span></code></a></li>
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@@ -823,6 +831,11 @@
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 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="#abacusai.BoxDatasetConfig"><code class="docutils literal notranslate"><span class="pre">BoxDatasetConfig</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.BoxDatasetConfig.location"><code class="docutils literal notranslate"><span class="pre">BoxDatasetConfig.location</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.BoxDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">BoxDatasetConfig.__post_init__()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l3"><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig"><code class="docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig</span></code></a><ul>
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+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.BOX"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.BOX</span></code></a></li>
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+<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.QWQ_32B"><code class="docutils literal notranslate"><span class="pre">LLMName.QWQ_32B</span></code></a></li>
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@@ -1493,6 +1508,7 @@
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+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputType.IGNORE"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputType.IGNORE</span></code></a></li>
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@@ -1999,6 +2015,7 @@
 <li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.anomaly_type"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.anomaly_type</span></code></a></li>
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+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.additional_anomaly_ids</span></code></a></li>
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@@ -2565,6 +2582,15 @@
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 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="#abacusai.ChatllmComputer"><code class="docutils literal notranslate"><span class="pre">ChatllmComputer</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatllmComputer.computer_id"><code class="docutils literal notranslate"><span class="pre">ChatllmComputer.computer_id</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatllmComputer.token"><code class="docutils literal notranslate"><span class="pre">ChatllmComputer.token</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatllmComputer.vnc_endpoint"><code class="docutils literal notranslate"><span class="pre">ChatllmComputer.vnc_endpoint</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatllmComputer.deprecated_keys"><code class="docutils literal notranslate"><span class="pre">ChatllmComputer.deprecated_keys</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatllmComputer.__repr__"><code class="docutils literal notranslate"><span class="pre">ChatllmComputer.__repr__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatllmComputer.to_dict"><code class="docutils literal notranslate"><span class="pre">ChatllmComputer.to_dict()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l3"><a class="reference internal" href="#abacusai.ChatllmReferralInvite"><code class="docutils literal notranslate"><span class="pre">ChatllmReferralInvite</span></code></a><ul>
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@@ -2577,7 +2603,6 @@
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@@ -3981,6 +4006,7 @@
 <li class="toctree-l4"><a class="reference internal" href="#abacusai.ExternalApplication.is_system_created"><code class="docutils literal notranslate"><span class="pre">ExternalApplication.is_system_created</span></code></a></li>
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+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExternalApplication.is_visible"><code class="docutils literal notranslate"><span class="pre">ExternalApplication.is_visible</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="#abacusai.ExternalApplication.deprecated_keys"><code class="docutils literal notranslate"><span class="pre">ExternalApplication.deprecated_keys</span></code></a></li>
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@@ -6397,6 +6423,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l1"><a class="reference internal" href="categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -6698,114 +6725,120 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeOutputSchema" title="abacusai.WorkflowNodeOutputSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputSchema</span></code></a></p></td>
 <td><p>A schema conformant to react-jsonschema-form for a workflow node output.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WorkflowGraphNode" title="abacusai.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.TriggerConfig" title="abacusai.TriggerConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TriggerConfig</span></code></a></p></td>
+<td><p>Represents the configuration for a trigger workflow node.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowGraphNode" title="abacusai.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
 <td><p>Represents a node in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowGraphEdge" title="abacusai.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WorkflowGraphEdge" title="abacusai.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
 <td><p>Represents an edge in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WorkflowGraph" title="abacusai.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowGraph" title="abacusai.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
 <td><p>Represents an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.AgentConversationMessage" title="abacusai.AgentConversationMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentConversationMessage</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.AgentConversationMessage" title="abacusai.AgentConversationMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentConversationMessage</span></code></a></p></td>
 <td><p>Message format for agent conversation</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplateConfig" title="abacusai.WorkflowNodeTemplateConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplateConfig" title="abacusai.WorkflowNodeTemplateConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateConfig</span></code></a></p></td>
 <td><p>Represents a WorkflowNode template config.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplateInput" title="abacusai.WorkflowNodeTemplateInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateInput</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplateInput" title="abacusai.WorkflowNodeTemplateInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateInput</span></code></a></p></td>
 <td><p>Represents an input to the workflow node generated using template.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplateOutput" title="abacusai.WorkflowNodeTemplateOutput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateOutput</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplateOutput" title="abacusai.WorkflowNodeTemplateOutput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplateOutput</span></code></a></p></td>
 <td><p>Represents an output returned by the workflow node generated using template.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.HotkeyPrompt" title="abacusai.HotkeyPrompt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.HotkeyPrompt" title="abacusai.HotkeyPrompt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></p></td>
 <td><p>A config class for a Data Science Co-Pilot Hotkey</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai._ApiClassFactory" title="abacusai._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai._ApiClassFactory" title="abacusai._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.BatchPredictionArgs" title="abacusai.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.BatchPredictionArgs" title="abacusai.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
 <td><p>An abstract class for Batch Prediction args specific to problem type.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ForecastingBatchPredictionArgs" title="abacusai.ForecastingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ForecastingBatchPredictionArgs" title="abacusai.ForecastingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the FORECASTING problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.NamedEntityExtractionBatchPredictionArgs" title="abacusai.NamedEntityExtractionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NamedEntityExtractionBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.NamedEntityExtractionBatchPredictionArgs" title="abacusai.NamedEntityExtractionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NamedEntityExtractionBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the NAMED_ENTITY_EXTRACTION problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PersonalizationBatchPredictionArgs" title="abacusai.PersonalizationBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PersonalizationBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PersonalizationBatchPredictionArgs" title="abacusai.PersonalizationBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PersonalizationBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the PERSONALIZATION problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictiveModelingBatchPredictionArgs" title="abacusai.PredictiveModelingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictiveModelingBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictiveModelingBatchPredictionArgs" title="abacusai.PredictiveModelingBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictiveModelingBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the PREDICTIVE_MODELING problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PretrainedModelsBatchPredictionArgs" title="abacusai.PretrainedModelsBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PretrainedModelsBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PretrainedModelsBatchPredictionArgs" title="abacusai.PretrainedModelsBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PretrainedModelsBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the PRETRAINED_MODELS problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionBatchPredictionArgs" title="abacusai.SentenceBoundaryDetectionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionBatchPredictionArgs" title="abacusai.SentenceBoundaryDetectionBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the SENTENCE_BOUNDARY_DETECTION problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ThemeAnalysisBatchPredictionArgs" title="abacusai.ThemeAnalysisBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ThemeAnalysisBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ThemeAnalysisBatchPredictionArgs" title="abacusai.ThemeAnalysisBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ThemeAnalysisBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the THEME_ANALYSIS problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ChatLLMBatchPredictionArgs" title="abacusai.ChatLLMBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatLLMBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ChatLLMBatchPredictionArgs" title="abacusai.ChatLLMBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatLLMBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the ChatLLM problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.TrainablePlugAndPlayBatchPredictionArgs" title="abacusai.TrainablePlugAndPlayBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainablePlugAndPlayBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.TrainablePlugAndPlayBatchPredictionArgs" title="abacusai.TrainablePlugAndPlayBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainablePlugAndPlayBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the TrainablePlugAndPlay problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.AIAgentBatchPredictionArgs" title="abacusai.AIAgentBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AIAgentBatchPredictionArgs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.AIAgentBatchPredictionArgs" title="abacusai.AIAgentBatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AIAgentBatchPredictionArgs</span></code></a></p></td>
 <td><p>Batch Prediction Config for the AIAgents problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai._BatchPredictionArgsFactory" title="abacusai._BatchPredictionArgsFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_BatchPredictionArgsFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai._BatchPredictionArgsFactory" title="abacusai._BatchPredictionArgsFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_BatchPredictionArgsFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Blob" title="abacusai.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Blob" title="abacusai.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
 <td><p>An object for storing and passing file data.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.BlobInput" title="abacusai.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.BlobInput" title="abacusai.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
 <td><p>An object for storing and passing file data.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatasetConfig" title="abacusai.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatasetConfig" title="abacusai.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.StreamingConnectorDatasetConfig" title="abacusai.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.StreamingConnectorDatasetConfig" title="abacusai.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs specific to streaming connectors.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.KafkaDatasetConfig" title="abacusai.KafkaDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">KafkaDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.KafkaDatasetConfig" title="abacusai.KafkaDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">KafkaDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Kafka Streaming Connector</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai._StreamingConnectorDatasetConfigFactory" title="abacusai._StreamingConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai._StreamingConnectorDatasetConfigFactory" title="abacusai._StreamingConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DocumentType" title="abacusai.DocumentType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentType</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentType" title="abacusai.DocumentType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.OcrMode" title="abacusai.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OcrMode" title="abacusai.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ParsingConfig" title="abacusai.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ParsingConfig" title="abacusai.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
 <td><p>Custom config for dataset parsing.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentProcessingConfig" title="abacusai.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DocumentProcessingConfig" title="abacusai.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
 <td><p>Document processing configuration.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatasetDocumentProcessingConfig" title="abacusai.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatasetDocumentProcessingConfig" title="abacusai.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
 <td><p>Document processing configuration for dataset imports.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.IncrementalDatabaseConnectorConfig" title="abacusai.IncrementalDatabaseConnectorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.IncrementalDatabaseConnectorConfig" title="abacusai.IncrementalDatabaseConnectorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a></p></td>
 <td><p>Config information for incremental datasets from database connectors</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.AttachmentParsingConfig" title="abacusai.AttachmentParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AttachmentParsingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.AttachmentParsingConfig" title="abacusai.AttachmentParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AttachmentParsingConfig</span></code></a></p></td>
 <td><p>Config information for parsing attachments</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ApplicationConnectorDatasetConfig" title="abacusai.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ApplicationConnectorDatasetConfig" title="abacusai.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs specific to application connectors.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig" title="abacusai.ConfluenceDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig" title="abacusai.ConfluenceDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Confluence Application Connector</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.BoxDatasetConfig" title="abacusai.BoxDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BoxDatasetConfig</span></code></a></p></td>
+<td><p>Dataset config for Box Application Connector</p></td>
+</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig" title="abacusai.GoogleAnalyticsDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig</span></code></a></p></td>
 <td><p>Dataset config for Google Analytics Application Connector</p></td>
 </tr>
@@ -7346,598 +7379,601 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ChatSession" title="abacusai.ChatSession"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatSession</span></code></a></p></td>
 <td><p>A chat session with Abacus Data Science Co-pilot.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ChatllmReferralInvite" title="abacusai.ChatllmReferralInvite"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatllmReferralInvite</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ChatllmComputer" title="abacusai.ChatllmComputer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatllmComputer</span></code></a></p></td>
+<td><p>ChatLLMComputer</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ChatllmReferralInvite" title="abacusai.ChatllmReferralInvite"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatllmReferralInvite</span></code></a></p></td>
 <td><p>The response of the Chatllm Referral Invite for different emails</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.AgentResponse" title="abacusai.AgentResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentResponse</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.AgentResponse" title="abacusai.AgentResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentResponse</span></code></a></p></td>
 <td><p>Response object for agent to support attachments, section data and normal data</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ApiClient" title="abacusai.ApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClient</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ApiClient" title="abacusai.ApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClient</span></code></a></p></td>
 <td><p>Abacus.AI API Client</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ClientOptions" title="abacusai.ClientOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ClientOptions" title="abacusai.ClientOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></p></td>
 <td><p>Options for configuring the ApiClient</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ReadOnlyClient" title="abacusai.ReadOnlyClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ReadOnlyClient</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ReadOnlyClient" title="abacusai.ReadOnlyClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ReadOnlyClient</span></code></a></p></td>
 <td><p>Abacus.AI Read Only API Client. Only contains GET methods</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CodeAutocompleteResponse" title="abacusai.CodeAutocompleteResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeAutocompleteResponse</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CodeAutocompleteResponse" title="abacusai.CodeAutocompleteResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeAutocompleteResponse</span></code></a></p></td>
 <td><p>A autocomplete response from an LLM</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CodeEditResponse" title="abacusai.CodeEditResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeEditResponse</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CodeEditResponse" title="abacusai.CodeEditResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeEditResponse</span></code></a></p></td>
 <td><p>A code edit response from an LLM</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CodeSource" title="abacusai.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CodeSource" title="abacusai.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
 <td><p>Code source for python-based custom feature groups and models</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ComputePointInfo" title="abacusai.ComputePointInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ComputePointInfo</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ComputePointInfo" title="abacusai.ComputePointInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ComputePointInfo</span></code></a></p></td>
 <td><p>The compute point info of the organization</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ConcatenationConfig" title="abacusai.ConcatenationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConcatenationConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ConcatenationConfig" title="abacusai.ConcatenationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConcatenationConfig</span></code></a></p></td>
 <td><p>Feature Group Concatenation Config</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CpuGpuMemorySpecs" title="abacusai.CpuGpuMemorySpecs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CpuGpuMemorySpecs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CpuGpuMemorySpecs" title="abacusai.CpuGpuMemorySpecs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CpuGpuMemorySpecs</span></code></a></p></td>
 <td><p>Includes the memory specs of the CPU/GPU</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CustomChatInstructions" title="abacusai.CustomChatInstructions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomChatInstructions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CustomChatInstructions" title="abacusai.CustomChatInstructions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomChatInstructions</span></code></a></p></td>
 <td><p>Custom Chat Instructions</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CustomLossFunction" title="abacusai.CustomLossFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomLossFunction</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CustomLossFunction" title="abacusai.CustomLossFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomLossFunction</span></code></a></p></td>
 <td><p>Custom Loss Function</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CustomMetric" title="abacusai.CustomMetric"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetric</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CustomMetric" title="abacusai.CustomMetric"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetric</span></code></a></p></td>
 <td><p>Custom metric.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CustomMetricVersion" title="abacusai.CustomMetricVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetricVersion</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CustomMetricVersion" title="abacusai.CustomMetricVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetricVersion</span></code></a></p></td>
 <td><p>Custom metric version</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CustomTrainFunctionInfo" title="abacusai.CustomTrainFunctionInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomTrainFunctionInfo</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CustomTrainFunctionInfo" title="abacusai.CustomTrainFunctionInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomTrainFunctionInfo</span></code></a></p></td>
 <td><p>Information about how to call the customer provided train function.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DataConsistencyDuplication" title="abacusai.DataConsistencyDuplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataConsistencyDuplication</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DataConsistencyDuplication" title="abacusai.DataConsistencyDuplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataConsistencyDuplication</span></code></a></p></td>
 <td><p>Data Consistency for duplication within data</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DataMetrics" title="abacusai.DataMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataMetrics</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DataMetrics" title="abacusai.DataMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataMetrics</span></code></a></p></td>
 <td><p>Processed Metrics and Schema for a dataset version or feature group version</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DataPrepLogs" title="abacusai.DataPrepLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataPrepLogs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DataPrepLogs" title="abacusai.DataPrepLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataPrepLogs</span></code></a></p></td>
 <td><p>Logs from data preparation.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DataQualityResults" title="abacusai.DataQualityResults"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataQualityResults</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DataQualityResults" title="abacusai.DataQualityResults"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataQualityResults</span></code></a></p></td>
 <td><p>Data Quality results from normalization stage</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DataUploadResult" title="abacusai.DataUploadResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataUploadResult</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DataUploadResult" title="abacusai.DataUploadResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataUploadResult</span></code></a></p></td>
 <td><p>Results of uploading data to agent.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatabaseColumnFeatureMapping" title="abacusai.DatabaseColumnFeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseColumnFeatureMapping</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatabaseColumnFeatureMapping" title="abacusai.DatabaseColumnFeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseColumnFeatureMapping</span></code></a></p></td>
 <td><p>Mapping for export of feature group version to database column</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatabaseConnector" title="abacusai.DatabaseConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnector</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatabaseConnector" title="abacusai.DatabaseConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnector</span></code></a></p></td>
 <td><p>A connector to an external service</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatabaseConnectorColumn" title="abacusai.DatabaseConnectorColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorColumn</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatabaseConnectorColumn" title="abacusai.DatabaseConnectorColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorColumn</span></code></a></p></td>
 <td><p>A schema description for a column from a database connector</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatabaseConnectorSchema" title="abacusai.DatabaseConnectorSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorSchema</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatabaseConnectorSchema" title="abacusai.DatabaseConnectorSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorSchema</span></code></a></p></td>
 <td><p>A schema description for a table from a database connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Dataset" title="abacusai.Dataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Dataset</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Dataset" title="abacusai.Dataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Dataset</span></code></a></p></td>
 <td><p>A dataset reference</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatasetColumn" title="abacusai.DatasetColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetColumn</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatasetColumn" title="abacusai.DatasetColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetColumn</span></code></a></p></td>
 <td><p>A schema description for a column</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatasetVersion" title="abacusai.DatasetVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatasetVersion" title="abacusai.DatasetVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersion</span></code></a></p></td>
 <td><p>A specific version of a dataset</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatasetVersionLogs" title="abacusai.DatasetVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersionLogs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DatasetVersionLogs" title="abacusai.DatasetVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersionLogs</span></code></a></p></td>
 <td><p>Logs from dataset version.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Deployment" title="abacusai.Deployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Deployment</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Deployment" title="abacusai.Deployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Deployment</span></code></a></p></td>
 <td><p>A model deployment</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DeploymentAuthToken" title="abacusai.DeploymentAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentAuthToken</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DeploymentAuthToken" title="abacusai.DeploymentAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentAuthToken</span></code></a></p></td>
 <td><p>A deployment authentication token that is used to authenticate prediction requests</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DeploymentConversation" title="abacusai.DeploymentConversation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DeploymentConversation" title="abacusai.DeploymentConversation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversation</span></code></a></p></td>
 <td><p>A deployment conversation.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DeploymentConversationEvent" title="abacusai.DeploymentConversationEvent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationEvent</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DeploymentConversationEvent" title="abacusai.DeploymentConversationEvent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationEvent</span></code></a></p></td>
 <td><p>A single deployment conversation message.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DeploymentConversationExport" title="abacusai.DeploymentConversationExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationExport</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DeploymentConversationExport" title="abacusai.DeploymentConversationExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationExport</span></code></a></p></td>
 <td><p>A deployment conversation html export, to be used for downloading the conversation.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DeploymentStatistics" title="abacusai.DeploymentStatistics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentStatistics</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DeploymentStatistics" title="abacusai.DeploymentStatistics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentStatistics</span></code></a></p></td>
 <td><p>A set of statistics for a realtime deployment.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DocumentData" title="abacusai.DocumentData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentData</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentData" title="abacusai.DocumentData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentData</span></code></a></p></td>
 <td><p>Data extracted from a docstore document.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentRetriever" title="abacusai.DocumentRetriever"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetriever</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DocumentRetriever" title="abacusai.DocumentRetriever"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetriever</span></code></a></p></td>
 <td><p>A vector store that stores embeddings for a list of document trunks.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id0" title="abacusai.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id0" title="abacusai.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
 <td><p>A config for document retriever creation.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentRetrieverLookupResult" title="abacusai.DocumentRetrieverLookupResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverLookupResult</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DocumentRetrieverLookupResult" title="abacusai.DocumentRetrieverLookupResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverLookupResult</span></code></a></p></td>
 <td><p>Result of a document retriever lookup.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DocumentRetrieverVersion" title="abacusai.DocumentRetrieverVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentRetrieverVersion" title="abacusai.DocumentRetrieverVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverVersion</span></code></a></p></td>
 <td><p>A version of document retriever.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DriftDistribution" title="abacusai.DriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistribution</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DriftDistribution" title="abacusai.DriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistribution</span></code></a></p></td>
 <td><p>How actuals or predicted values have changed in the training data versus predicted data</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.DriftDistributions" title="abacusai.DriftDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistributions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DriftDistributions" title="abacusai.DriftDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistributions</span></code></a></p></td>
 <td><p>For either actuals or predicted values, how it has changed in the training data versus some specified window</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Eda" title="abacusai.Eda"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Eda</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Eda" title="abacusai.Eda"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Eda</span></code></a></p></td>
 <td><p>A exploratory data analysis object</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EdaChartDescription" title="abacusai.EdaChartDescription"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaChartDescription</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EdaChartDescription" title="abacusai.EdaChartDescription"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaChartDescription</span></code></a></p></td>
 <td><p>Eda Chart Description.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EdaCollinearity" title="abacusai.EdaCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaCollinearity</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EdaCollinearity" title="abacusai.EdaCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaCollinearity</span></code></a></p></td>
 <td><p>Eda Collinearity of the latest version of the data between all the features.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EdaDataConsistency" title="abacusai.EdaDataConsistency"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaDataConsistency</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EdaDataConsistency" title="abacusai.EdaDataConsistency"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaDataConsistency</span></code></a></p></td>
 <td><p>Eda Data Consistency, contained the duplicates in the base version, Comparison version, Deletions between the base and comparison and feature transformations between the base and comparison data.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EdaFeatureAssociation" title="abacusai.EdaFeatureAssociation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureAssociation</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EdaFeatureAssociation" title="abacusai.EdaFeatureAssociation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureAssociation</span></code></a></p></td>
 <td><p>Eda Feature Association between two features in the data.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EdaFeatureCollinearity" title="abacusai.EdaFeatureCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureCollinearity</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EdaFeatureCollinearity" title="abacusai.EdaFeatureCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureCollinearity</span></code></a></p></td>
 <td><p>Eda Collinearity of the latest version of the data for a given feature.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EdaForecastingAnalysis" title="abacusai.EdaForecastingAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaForecastingAnalysis</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EdaForecastingAnalysis" title="abacusai.EdaForecastingAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaForecastingAnalysis</span></code></a></p></td>
 <td><p>Eda Forecasting Analysis of the latest version of the data.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EdaVersion" title="abacusai.EdaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EdaVersion" title="abacusai.EdaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaVersion</span></code></a></p></td>
 <td><p>A version of an eda object</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.EmbeddingFeatureDriftDistribution" title="abacusai.EmbeddingFeatureDriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EmbeddingFeatureDriftDistribution</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.EmbeddingFeatureDriftDistribution" title="abacusai.EmbeddingFeatureDriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EmbeddingFeatureDriftDistribution</span></code></a></p></td>
 <td><p>Feature distribution for embeddings</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ExecuteFeatureGroupOperation" title="abacusai.ExecuteFeatureGroupOperation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExecuteFeatureGroupOperation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ExecuteFeatureGroupOperation" title="abacusai.ExecuteFeatureGroupOperation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExecuteFeatureGroupOperation</span></code></a></p></td>
 <td><p>The result of executing a SQL query</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ExternalApplication" title="abacusai.ExternalApplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalApplication</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ExternalApplication" title="abacusai.ExternalApplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalApplication</span></code></a></p></td>
 <td><p>An external application.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ExternalInvite" title="abacusai.ExternalInvite"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalInvite</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ExternalInvite" title="abacusai.ExternalInvite"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalInvite</span></code></a></p></td>
 <td><p>The response of the invites for different emails</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ExtractedFields" title="abacusai.ExtractedFields"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractedFields</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ExtractedFields" title="abacusai.ExtractedFields"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractedFields</span></code></a></p></td>
 <td><p>The fields extracted from a document.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Feature" title="abacusai.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Feature" title="abacusai.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
 <td><p>A feature in a feature group</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureDistribution" title="abacusai.FeatureDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDistribution</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureDistribution" title="abacusai.FeatureDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDistribution</span></code></a></p></td>
 <td><p>For a single feature, how it has changed in the training data versus some specified window</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureDriftRecord" title="abacusai.FeatureDriftRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftRecord</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureDriftRecord" title="abacusai.FeatureDriftRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftRecord</span></code></a></p></td>
 <td><p>Value of each type of drift</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureDriftSummary" title="abacusai.FeatureDriftSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftSummary</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureDriftSummary" title="abacusai.FeatureDriftSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftSummary</span></code></a></p></td>
 <td><p>Summary of important model monitoring statistics for features available in a model monitoring instance</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroup" title="abacusai.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroup</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroup" title="abacusai.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroup</span></code></a></p></td>
 <td><p>A feature group.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupDocument" title="abacusai.FeatureGroupDocument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupDocument</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupDocument" title="abacusai.FeatureGroupDocument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupDocument</span></code></a></p></td>
 <td><p>A document of a feature group.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupExport" title="abacusai.FeatureGroupExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExport</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupExport" title="abacusai.FeatureGroupExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExport</span></code></a></p></td>
 <td><p>A feature Group Export Job</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id21" title="abacusai.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id21" title="abacusai.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
 <td><p>Export configuration (file connector or database connector information) for feature group exports.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupExportDownloadUrl" title="abacusai.FeatureGroupExportDownloadUrl"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportDownloadUrl</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupExportDownloadUrl" title="abacusai.FeatureGroupExportDownloadUrl"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportDownloadUrl</span></code></a></p></td>
 <td><p>A Feature Group Export Download Url, which is used to download the feature group version</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupLineage" title="abacusai.FeatureGroupLineage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupLineage</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupLineage" title="abacusai.FeatureGroupLineage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupLineage</span></code></a></p></td>
 <td><p>Directed acyclic graph of feature group lineage for all feature groups in a project</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRefreshExportConfig" title="abacusai.FeatureGroupRefreshExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRefreshExportConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRefreshExportConfig" title="abacusai.FeatureGroupRefreshExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRefreshExportConfig</span></code></a></p></td>
 <td><p>A Feature Group Connector Export Config outlines the export configuration for a feature group.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRow" title="abacusai.FeatureGroupRow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRow</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRow" title="abacusai.FeatureGroupRow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRow</span></code></a></p></td>
 <td><p>A row of a feature group.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRowProcess" title="abacusai.FeatureGroupRowProcess"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcess</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRowProcess" title="abacusai.FeatureGroupRowProcess"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcess</span></code></a></p></td>
 <td><p>A feature group row process</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRowProcessLogs" title="abacusai.FeatureGroupRowProcessLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessLogs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRowProcessLogs" title="abacusai.FeatureGroupRowProcessLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessLogs</span></code></a></p></td>
 <td><p>Logs for the feature group row process.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRowProcessSummary" title="abacusai.FeatureGroupRowProcessSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessSummary</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupRowProcessSummary" title="abacusai.FeatureGroupRowProcessSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessSummary</span></code></a></p></td>
 <td><p>A summary of the feature group processes for a deployment.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupTemplate" title="abacusai.FeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplate</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupTemplate" title="abacusai.FeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplate</span></code></a></p></td>
 <td><p>A template for creating feature groups.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupTemplateVariableOptions" title="abacusai.FeatureGroupTemplateVariableOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplateVariableOptions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupTemplateVariableOptions" title="abacusai.FeatureGroupTemplateVariableOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplateVariableOptions</span></code></a></p></td>
 <td><p>Feature Group Template Variable Options</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupVersion" title="abacusai.FeatureGroupVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersion</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupVersion" title="abacusai.FeatureGroupVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersion</span></code></a></p></td>
 <td><p>A materialized version of a feature group</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureGroupVersionLogs" title="abacusai.FeatureGroupVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersionLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureGroupVersionLogs" title="abacusai.FeatureGroupVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersionLogs</span></code></a></p></td>
 <td><p>Logs from feature group version.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureImportance" title="abacusai.FeatureImportance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureImportance</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureImportance" title="abacusai.FeatureImportance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureImportance</span></code></a></p></td>
 <td><p>Feature importance for a specified model monitor</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureMapping" title="abacusai.FeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMapping</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureMapping" title="abacusai.FeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMapping</span></code></a></p></td>
 <td><p>A description of the data use for a feature</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeaturePerformanceAnalysis" title="abacusai.FeaturePerformanceAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeaturePerformanceAnalysis</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeaturePerformanceAnalysis" title="abacusai.FeaturePerformanceAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeaturePerformanceAnalysis</span></code></a></p></td>
 <td><p>A feature performance analysis for Monitor</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FeatureRecord" title="abacusai.FeatureRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureRecord</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FeatureRecord" title="abacusai.FeatureRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureRecord</span></code></a></p></td>
 <td><p>A feature record</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FileConnector" title="abacusai.FileConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnector</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FileConnector" title="abacusai.FileConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnector</span></code></a></p></td>
 <td><p>Verification result for an external storage service</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FileConnectorInstructions" title="abacusai.FileConnectorInstructions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorInstructions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FileConnectorInstructions" title="abacusai.FileConnectorInstructions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorInstructions</span></code></a></p></td>
 <td><p>An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FileConnectorVerification" title="abacusai.FileConnectorVerification"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorVerification</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FileConnectorVerification" title="abacusai.FileConnectorVerification"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorVerification</span></code></a></p></td>
 <td><p>To verify the file connector</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FinetunedPretrainedModel" title="abacusai.FinetunedPretrainedModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FinetunedPretrainedModel</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FinetunedPretrainedModel" title="abacusai.FinetunedPretrainedModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FinetunedPretrainedModel</span></code></a></p></td>
 <td><p>A finetuned pretrained model</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ForecastingAnalysisGraphData" title="abacusai.ForecastingAnalysisGraphData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingAnalysisGraphData</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ForecastingAnalysisGraphData" title="abacusai.ForecastingAnalysisGraphData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingAnalysisGraphData</span></code></a></p></td>
 <td><p>Forecasting Analysis Graph Data representation.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ForecastingMonitorItemAnalysis" title="abacusai.ForecastingMonitorItemAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorItemAnalysis</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ForecastingMonitorItemAnalysis" title="abacusai.ForecastingMonitorItemAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorItemAnalysis</span></code></a></p></td>
 <td><p>Forecasting Monitor Item Analysis of the latest version of the data.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ForecastingMonitorSummary" title="abacusai.ForecastingMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorSummary</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ForecastingMonitorSummary" title="abacusai.ForecastingMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorSummary</span></code></a></p></td>
 <td><p>Forecasting Monitor Summary of the latest version of the data.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FunctionLogs" title="abacusai.FunctionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FunctionLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.FunctionLogs" title="abacusai.FunctionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FunctionLogs</span></code></a></p></td>
 <td><p>Logs from an invocation of a function.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.GeneratedPitFeatureConfigOption" title="abacusai.GeneratedPitFeatureConfigOption"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GeneratedPitFeatureConfigOption</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.GeneratedPitFeatureConfigOption" title="abacusai.GeneratedPitFeatureConfigOption"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GeneratedPitFeatureConfigOption</span></code></a></p></td>
 <td><p>The options to display for possible generated PIT aggregation functions</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.GraphDashboard" title="abacusai.GraphDashboard"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GraphDashboard</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.GraphDashboard" title="abacusai.GraphDashboard"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GraphDashboard</span></code></a></p></td>
 <td><p>A Graph Dashboard</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.HoldoutAnalysis" title="abacusai.HoldoutAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysis</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.HoldoutAnalysis" title="abacusai.HoldoutAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysis</span></code></a></p></td>
 <td><p>A holdout analysis object.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.HoldoutAnalysisVersion" title="abacusai.HoldoutAnalysisVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysisVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.HoldoutAnalysisVersion" title="abacusai.HoldoutAnalysisVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysisVersion</span></code></a></p></td>
 <td><p>A holdout analysis version object.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.HostedModelToken" title="abacusai.HostedModelToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HostedModelToken</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.HostedModelToken" title="abacusai.HostedModelToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HostedModelToken</span></code></a></p></td>
 <td><p>A hosted model authentication token that is used to authenticate requests to an abacus hosted model</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ImageGenSettings" title="abacusai.ImageGenSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ImageGenSettings</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ImageGenSettings" title="abacusai.ImageGenSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ImageGenSettings</span></code></a></p></td>
 <td><p>Image generation settings</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.IndexingConfig" title="abacusai.IndexingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IndexingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.IndexingConfig" title="abacusai.IndexingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IndexingConfig</span></code></a></p></td>
 <td><p>The indexing config for a Feature Group</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.InferredDatabaseColumnToFeatureMappings" title="abacusai.InferredDatabaseColumnToFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InferredDatabaseColumnToFeatureMappings</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.InferredDatabaseColumnToFeatureMappings" title="abacusai.InferredDatabaseColumnToFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InferredDatabaseColumnToFeatureMappings</span></code></a></p></td>
 <td><p>Autocomplete mappings for database to connector columns</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.InferredFeatureMappings" title="abacusai.InferredFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InferredFeatureMappings</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.InferredFeatureMappings" title="abacusai.InferredFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InferredFeatureMappings</span></code></a></p></td>
 <td><p>A description of the data use for a feature</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ItemStatistics" title="abacusai.ItemStatistics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ItemStatistics</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ItemStatistics" title="abacusai.ItemStatistics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ItemStatistics</span></code></a></p></td>
 <td><p>ItemStatistics representation.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmApp" title="abacusai.LlmApp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmApp</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmApp" title="abacusai.LlmApp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmApp</span></code></a></p></td>
 <td><p>An LLM App that can be used for generation. LLM Apps are specifically crafted to help with certain tasks like code generation or question answering.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmCodeBlock" title="abacusai.LlmCodeBlock"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmCodeBlock</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmCodeBlock" title="abacusai.LlmCodeBlock"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmCodeBlock</span></code></a></p></td>
 <td><p>Parsed code block from an LLM response</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmExecutionPreview" title="abacusai.LlmExecutionPreview"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionPreview</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmExecutionPreview" title="abacusai.LlmExecutionPreview"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionPreview</span></code></a></p></td>
 <td><p>Preview of executing queries using LLM.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmExecutionResult" title="abacusai.LlmExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmExecutionResult" title="abacusai.LlmExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionResult</span></code></a></p></td>
 <td><p>Results of executing queries using LLM.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmGeneratedCode" title="abacusai.LlmGeneratedCode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmGeneratedCode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmGeneratedCode" title="abacusai.LlmGeneratedCode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmGeneratedCode</span></code></a></p></td>
 <td><p>Code generated by LLM.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmInput" title="abacusai.LlmInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmInput</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmInput" title="abacusai.LlmInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmInput</span></code></a></p></td>
 <td><p>The result of encoding an object as input for a language model.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmParameters" title="abacusai.LlmParameters"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmParameters</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmParameters" title="abacusai.LlmParameters"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmParameters</span></code></a></p></td>
 <td><p>The parameters of LLM for given inputs.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.LlmResponse" title="abacusai.LlmResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmResponse</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.LlmResponse" title="abacusai.LlmResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmResponse</span></code></a></p></td>
 <td><p>The response returned by LLM</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MemoryOptions" title="abacusai.MemoryOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemoryOptions</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.MemoryOptions" title="abacusai.MemoryOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemoryOptions</span></code></a></p></td>
 <td><p>The overall memory options for executing a job</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.MessagingConnectorResponse" title="abacusai.MessagingConnectorResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MessagingConnectorResponse</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MessagingConnectorResponse" title="abacusai.MessagingConnectorResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MessagingConnectorResponse</span></code></a></p></td>
 <td><p>The response to view label data for Teams</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Model" title="abacusai.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Model</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Model" title="abacusai.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Model</span></code></a></p></td>
 <td><p>A model</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelArtifactsExport" title="abacusai.ModelArtifactsExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelArtifactsExport</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelArtifactsExport" title="abacusai.ModelArtifactsExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelArtifactsExport</span></code></a></p></td>
 <td><p>A Model Artifacts Export Job</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelBlueprintExport" title="abacusai.ModelBlueprintExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintExport</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelBlueprintExport" title="abacusai.ModelBlueprintExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintExport</span></code></a></p></td>
 <td><p>Model Blueprint</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelBlueprintStage" title="abacusai.ModelBlueprintStage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintStage</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelBlueprintStage" title="abacusai.ModelBlueprintStage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintStage</span></code></a></p></td>
 <td><p>A stage in the model blueprint export process.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelLocation" title="abacusai.ModelLocation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelLocation</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelLocation" title="abacusai.ModelLocation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelLocation</span></code></a></p></td>
 <td><p>Provide location information for the plug-and-play model.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelMetrics" title="abacusai.ModelMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMetrics</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelMetrics" title="abacusai.ModelMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMetrics</span></code></a></p></td>
 <td><p>Metrics of the trained model.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelMonitor" title="abacusai.ModelMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitor</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelMonitor" title="abacusai.ModelMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitor</span></code></a></p></td>
 <td><p>A model monitor</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelMonitorOrgSummary" title="abacusai.ModelMonitorOrgSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorOrgSummary</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelMonitorOrgSummary" title="abacusai.ModelMonitorOrgSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorOrgSummary</span></code></a></p></td>
 <td><p>A summary of an organization's model monitors</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelMonitorSummary" title="abacusai.ModelMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummary</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelMonitorSummary" title="abacusai.ModelMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummary</span></code></a></p></td>
 <td><p>A summary of model monitor</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelMonitorSummaryFromOrg" title="abacusai.ModelMonitorSummaryFromOrg"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummaryFromOrg</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelMonitorSummaryFromOrg" title="abacusai.ModelMonitorSummaryFromOrg"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummaryFromOrg</span></code></a></p></td>
 <td><p>A summary of model monitor given an organization</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelMonitorVersion" title="abacusai.ModelMonitorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersion</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelMonitorVersion" title="abacusai.ModelMonitorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersion</span></code></a></p></td>
 <td><p>A version of a model monitor</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelMonitorVersionMetricData" title="abacusai.ModelMonitorVersionMetricData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersionMetricData</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelMonitorVersionMetricData" title="abacusai.ModelMonitorVersionMetricData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersionMetricData</span></code></a></p></td>
 <td><p>Data for displaying model monitor version metric data</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelTrainingTypeForDeployment" title="abacusai.ModelTrainingTypeForDeployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelTrainingTypeForDeployment</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelTrainingTypeForDeployment" title="abacusai.ModelTrainingTypeForDeployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelTrainingTypeForDeployment</span></code></a></p></td>
 <td><p>Model training types for deployment.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelUpload" title="abacusai.ModelUpload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelUpload</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelUpload" title="abacusai.ModelUpload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelUpload</span></code></a></p></td>
 <td><p>A model version that includes the upload identifiers for the various required files.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelVersion" title="abacusai.ModelVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersion</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelVersion" title="abacusai.ModelVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersion</span></code></a></p></td>
 <td><p>A version of a model</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModelVersionFeatureGroupSchema" title="abacusai.ModelVersionFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersionFeatureGroupSchema</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModelVersionFeatureGroupSchema" title="abacusai.ModelVersionFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersionFeatureGroupSchema</span></code></a></p></td>
 <td><p>Schema for a feature group used in model version</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ModificationLockInfo" title="abacusai.ModificationLockInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModificationLockInfo</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ModificationLockInfo" title="abacusai.ModificationLockInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModificationLockInfo</span></code></a></p></td>
 <td><p>Information about a modification lock for a certain object</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Module" title="abacusai.Module"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Module</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Module" title="abacusai.Module"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Module</span></code></a></p></td>
 <td><p>Customer created python module</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MonitorAlert" title="abacusai.MonitorAlert"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlert</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.MonitorAlert" title="abacusai.MonitorAlert"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlert</span></code></a></p></td>
 <td><p>A Monitor Alert</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.MonitorAlertVersion" title="abacusai.MonitorAlertVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlertVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MonitorAlertVersion" title="abacusai.MonitorAlertVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlertVersion</span></code></a></p></td>
 <td><p>A monitor alert version</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MonitorDriftAndDistributions" title="abacusai.MonitorDriftAndDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorDriftAndDistributions</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.MonitorDriftAndDistributions" title="abacusai.MonitorDriftAndDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorDriftAndDistributions</span></code></a></p></td>
 <td><p>Summary of important model monitoring statistics for features available in a model monitoring instance</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.NaturalLanguageExplanation" title="abacusai.NaturalLanguageExplanation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageExplanation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.NaturalLanguageExplanation" title="abacusai.NaturalLanguageExplanation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageExplanation</span></code></a></p></td>
 <td><p>Natural language explanation of an artifact/object</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.NestedFeature" title="abacusai.NestedFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeature</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.NestedFeature" title="abacusai.NestedFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeature</span></code></a></p></td>
 <td><p>A nested feature in a feature group</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.NestedFeatureSchema" title="abacusai.NestedFeatureSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeatureSchema</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.NestedFeatureSchema" title="abacusai.NestedFeatureSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeatureSchema</span></code></a></p></td>
 <td><p>A schema description for a nested feature</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.NewsSearchResult" title="abacusai.NewsSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NewsSearchResult</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.NewsSearchResult" title="abacusai.NewsSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NewsSearchResult</span></code></a></p></td>
 <td><p>A single news search result.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.NlpChatResponse" title="abacusai.NlpChatResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NlpChatResponse</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.NlpChatResponse" title="abacusai.NlpChatResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NlpChatResponse</span></code></a></p></td>
 <td><p>A chat response from an LLM</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.NullViolation" title="abacusai.NullViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NullViolation</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.NullViolation" title="abacusai.NullViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NullViolation</span></code></a></p></td>
 <td><p>Summary of anomalous null frequencies for a feature discovered by a model monitoring instance</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OrganizationExternalApplicationSettings" title="abacusai.OrganizationExternalApplicationSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationExternalApplicationSettings</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.OrganizationExternalApplicationSettings" title="abacusai.OrganizationExternalApplicationSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationExternalApplicationSettings</span></code></a></p></td>
 <td><p>The External Application Settings for an Organization.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.OrganizationGroup" title="abacusai.OrganizationGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationGroup</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OrganizationGroup" title="abacusai.OrganizationGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationGroup</span></code></a></p></td>
 <td><p>An Organization Group. Defines the permissions available to the users who are members of the group.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OrganizationSearchResult" title="abacusai.OrganizationSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSearchResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.OrganizationSearchResult" title="abacusai.OrganizationSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSearchResult</span></code></a></p></td>
 <td><p>A search result object which contains the retrieved artifact and its relevance score</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.OrganizationSecret" title="abacusai.OrganizationSecret"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSecret</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OrganizationSecret" title="abacusai.OrganizationSecret"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSecret</span></code></a></p></td>
 <td><p>Organization secret</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PageData" title="abacusai.PageData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PageData</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PageData" title="abacusai.PageData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PageData</span></code></a></p></td>
 <td><p>Data extracted from a docstore page.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Pipeline" title="abacusai.Pipeline"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Pipeline</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Pipeline" title="abacusai.Pipeline"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Pipeline</span></code></a></p></td>
 <td><p>A Pipeline For Steps.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PipelineReference" title="abacusai.PipelineReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineReference</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PipelineReference" title="abacusai.PipelineReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineReference</span></code></a></p></td>
 <td><p>A reference to a pipeline to the objects it is run on.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PipelineStep" title="abacusai.PipelineStep"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStep</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PipelineStep" title="abacusai.PipelineStep"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStep</span></code></a></p></td>
 <td><p>A step in a pipeline.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PipelineStepVersion" title="abacusai.PipelineStepVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PipelineStepVersion" title="abacusai.PipelineStepVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersion</span></code></a></p></td>
 <td><p>A version of a pipeline step.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PipelineStepVersionLogs" title="abacusai.PipelineStepVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionLogs</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PipelineStepVersionLogs" title="abacusai.PipelineStepVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionLogs</span></code></a></p></td>
 <td><p>Logs for a given pipeline step version.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PipelineStepVersionReference" title="abacusai.PipelineStepVersionReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionReference</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PipelineStepVersionReference" title="abacusai.PipelineStepVersionReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionReference</span></code></a></p></td>
 <td><p>A reference from a pipeline step version to the versions that were output from the pipeline step.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PipelineVersion" title="abacusai.PipelineVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersion</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PipelineVersion" title="abacusai.PipelineVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersion</span></code></a></p></td>
 <td><p>A version of a pipeline.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PipelineVersionLogs" title="abacusai.PipelineVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersionLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PipelineVersionLogs" title="abacusai.PipelineVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersionLogs</span></code></a></p></td>
 <td><p>Logs for a given pipeline version.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PlaygroundText" title="abacusai.PlaygroundText"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PlaygroundText</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PlaygroundText" title="abacusai.PlaygroundText"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PlaygroundText</span></code></a></p></td>
 <td><p>The text content inside of a playground segment.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PointInTimeFeature" title="abacusai.PointInTimeFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeature</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PointInTimeFeature" title="abacusai.PointInTimeFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeature</span></code></a></p></td>
 <td><p>A point-in-time feature description</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PointInTimeFeatureInfo" title="abacusai.PointInTimeFeatureInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeatureInfo</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PointInTimeFeatureInfo" title="abacusai.PointInTimeFeatureInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeatureInfo</span></code></a></p></td>
 <td><p>A point-in-time infos for a feature</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PointInTimeGroup" title="abacusai.PointInTimeGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroup</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PointInTimeGroup" title="abacusai.PointInTimeGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroup</span></code></a></p></td>
 <td><p>A point in time group containing point in time features</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PointInTimeGroupFeature" title="abacusai.PointInTimeGroupFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroupFeature</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PointInTimeGroupFeature" title="abacusai.PointInTimeGroupFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroupFeature</span></code></a></p></td>
 <td><p>A point in time group feature</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictionClient" title="abacusai.PredictionClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionClient</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictionClient" title="abacusai.PredictionClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionClient</span></code></a></p></td>
 <td><p>Abacus.AI Prediction API Client. Does not utilize authentication and only contains public prediction methods</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictionDataset" title="abacusai.PredictionDataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionDataset</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictionDataset" title="abacusai.PredictionDataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionDataset</span></code></a></p></td>
 <td><p>Batch Input Datasets</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictionFeatureGroup" title="abacusai.PredictionFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionFeatureGroup</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictionFeatureGroup" title="abacusai.PredictionFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionFeatureGroup</span></code></a></p></td>
 <td><p>Batch Input Feature Group</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictionInput" title="abacusai.PredictionInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionInput</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictionInput" title="abacusai.PredictionInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionInput</span></code></a></p></td>
 <td><p>Batch inputs</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictionLogRecord" title="abacusai.PredictionLogRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionLogRecord</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictionLogRecord" title="abacusai.PredictionLogRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionLogRecord</span></code></a></p></td>
 <td><p>A Record for a prediction request log.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictionOperator" title="abacusai.PredictionOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperator</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictionOperator" title="abacusai.PredictionOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperator</span></code></a></p></td>
 <td><p>A prediction operator.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PredictionOperatorVersion" title="abacusai.PredictionOperatorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperatorVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PredictionOperatorVersion" title="abacusai.PredictionOperatorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperatorVersion</span></code></a></p></td>
 <td><p>A prediction operator version.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id22" title="abacusai.ProblemType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProblemType</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id22" title="abacusai.ProblemType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProblemType</span></code></a></p></td>
 <td><p>Description of a problem type which is the common underlying problem for different use cases.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Project" title="abacusai.Project"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Project</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Project" title="abacusai.Project"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Project</span></code></a></p></td>
 <td><p>A project is a container which holds datasets, models and deployments</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ProjectConfig" title="abacusai.ProjectConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ProjectConfig" title="abacusai.ProjectConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfig</span></code></a></p></td>
 <td><p>Project-specific config for a feature group</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ProjectFeatureGroup" title="abacusai.ProjectFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroup</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ProjectFeatureGroup" title="abacusai.ProjectFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroup</span></code></a></p></td>
 <td><p>A feature group along with project specific mappings</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ProjectFeatureGroupSchema" title="abacusai.ProjectFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchema</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ProjectFeatureGroupSchema" title="abacusai.ProjectFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchema</span></code></a></p></td>
 <td><p>A schema description for a project feature group</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ProjectFeatureGroupSchemaVersion" title="abacusai.ProjectFeatureGroupSchemaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchemaVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ProjectFeatureGroupSchemaVersion" title="abacusai.ProjectFeatureGroupSchemaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchemaVersion</span></code></a></p></td>
 <td><p>A version of a schema</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ProjectValidation" title="abacusai.ProjectValidation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectValidation</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ProjectValidation" title="abacusai.ProjectValidation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectValidation</span></code></a></p></td>
 <td><p>A validation result for a project</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PythonFunction" title="abacusai.PythonFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunction</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PythonFunction" title="abacusai.PythonFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunction</span></code></a></p></td>
 <td><p>Customer created python function</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.PythonPlotFunction" title="abacusai.PythonPlotFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonPlotFunction</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.PythonPlotFunction" title="abacusai.PythonPlotFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonPlotFunction</span></code></a></p></td>
 <td><p>Create a Plot for a Dashboard</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.RangeViolation" title="abacusai.RangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RangeViolation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.RangeViolation" title="abacusai.RangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RangeViolation</span></code></a></p></td>
 <td><p>Summary of important range mismatches for a numerical feature discovered by a model monitoring instance</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.RealtimeMonitor" title="abacusai.RealtimeMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RealtimeMonitor</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.RealtimeMonitor" title="abacusai.RealtimeMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RealtimeMonitor</span></code></a></p></td>
 <td><p>A real-time monitor</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.RefreshPipelineRun" title="abacusai.RefreshPipelineRun"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPipelineRun</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.RefreshPipelineRun" title="abacusai.RefreshPipelineRun"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPipelineRun</span></code></a></p></td>
 <td><p>This keeps track of the overall status of a refresh. A refresh can span multiple resources such as the creation of new dataset versions and the training of a new model version based on them.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.RefreshPolicy" title="abacusai.RefreshPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPolicy</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.RefreshPolicy" title="abacusai.RefreshPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPolicy</span></code></a></p></td>
 <td><p>A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.RefreshSchedule" title="abacusai.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.RefreshSchedule" title="abacusai.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
 <td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.RegenerateLlmExternalApplication" title="abacusai.RegenerateLlmExternalApplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RegenerateLlmExternalApplication</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.RegenerateLlmExternalApplication" title="abacusai.RegenerateLlmExternalApplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RegenerateLlmExternalApplication</span></code></a></p></td>
 <td><p>An external application that specifies an LLM user can regenerate with in RouteLLM.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ResolvedFeatureGroupTemplate" title="abacusai.ResolvedFeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ResolvedFeatureGroupTemplate</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ResolvedFeatureGroupTemplate" title="abacusai.ResolvedFeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ResolvedFeatureGroupTemplate</span></code></a></p></td>
 <td><p>Final SQL from resolving a feature group template.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.RoutingAction" title="abacusai.RoutingAction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RoutingAction</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.RoutingAction" title="abacusai.RoutingAction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RoutingAction</span></code></a></p></td>
 <td><p>Routing action</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Schema" title="abacusai.Schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Schema</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Schema" title="abacusai.Schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Schema</span></code></a></p></td>
 <td><p>A schema description for a feature</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.StreamingAuthToken" title="abacusai.StreamingAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingAuthToken</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.StreamingAuthToken" title="abacusai.StreamingAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingAuthToken</span></code></a></p></td>
 <td><p>A streaming authentication token that is used to authenticate requests to append data to streaming datasets</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.StreamingClient" title="abacusai.StreamingClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingClient</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.StreamingClient" title="abacusai.StreamingClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingClient</span></code></a></p></td>
 <td><p>Abacus.AI Streaming API Client. Does not utilize authentication and only contains public streaming methods</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.StreamingConnector" title="abacusai.StreamingConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnector</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.StreamingConnector" title="abacusai.StreamingConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnector</span></code></a></p></td>
 <td><p>A connector to an external service</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.StreamingRowCount" title="abacusai.StreamingRowCount"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingRowCount</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.StreamingRowCount" title="abacusai.StreamingRowCount"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingRowCount</span></code></a></p></td>
 <td><p>Returns the number of rows in a streaming feature group from the specified time</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.StreamingSampleCode" title="abacusai.StreamingSampleCode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingSampleCode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.StreamingSampleCode" title="abacusai.StreamingSampleCode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingSampleCode</span></code></a></p></td>
 <td><p>Sample code for adding to a streaming feature group with examples from different locations.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.TemplateNodeDetails" title="abacusai.TemplateNodeDetails"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TemplateNodeDetails</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.TemplateNodeDetails" title="abacusai.TemplateNodeDetails"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TemplateNodeDetails</span></code></a></p></td>
 <td><p>Details about WorkflowGraphNode object and notebook code for adding template nodes in workflow.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.TestPointPredictions" title="abacusai.TestPointPredictions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TestPointPredictions</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.TestPointPredictions" title="abacusai.TestPointPredictions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TestPointPredictions</span></code></a></p></td>
 <td><p>Test Point Predictions</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ToneDetails" title="abacusai.ToneDetails"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ToneDetails</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ToneDetails" title="abacusai.ToneDetails"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ToneDetails</span></code></a></p></td>
 <td><p>Tone details for audio</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.TrainingConfigOptions" title="abacusai.TrainingConfigOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfigOptions</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.TrainingConfigOptions" title="abacusai.TrainingConfigOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfigOptions</span></code></a></p></td>
 <td><p>Training options for a model</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.TwitterSearchResult" title="abacusai.TwitterSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TwitterSearchResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.TwitterSearchResult" title="abacusai.TwitterSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TwitterSearchResult</span></code></a></p></td>
 <td><p>A single twitter search result.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Upload" title="abacusai.Upload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Upload</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Upload" title="abacusai.Upload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Upload</span></code></a></p></td>
 <td><p>A Upload Reference for uploading file parts</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.UploadPart" title="abacusai.UploadPart"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UploadPart</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.UploadPart" title="abacusai.UploadPart"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UploadPart</span></code></a></p></td>
 <td><p>Unique identifiers for a part</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.UseCase" title="abacusai.UseCase"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCase</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.UseCase" title="abacusai.UseCase"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCase</span></code></a></p></td>
 <td><p>A Project Use Case</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.UseCaseRequirements" title="abacusai.UseCaseRequirements"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCaseRequirements</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.UseCaseRequirements" title="abacusai.UseCaseRequirements"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCaseRequirements</span></code></a></p></td>
 <td><p>Use Case Requirements</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.User" title="abacusai.User"><code class="xref py py-obj docutils literal notranslate"><span class="pre">User</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.User" title="abacusai.User"><code class="xref py py-obj docutils literal notranslate"><span class="pre">User</span></code></a></p></td>
 <td><p>An Abacus.AI User</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.UserException" title="abacusai.UserException"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UserException</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.UserException" title="abacusai.UserException"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UserException</span></code></a></p></td>
 <td><p>Exception information for errors in usercode.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.VideoGenSettings" title="abacusai.VideoGenSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VideoGenSettings</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.VideoGenSettings" title="abacusai.VideoGenSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VideoGenSettings</span></code></a></p></td>
 <td><p>Video generation settings</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.VideoSearchResult" title="abacusai.VideoSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VideoSearchResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.VideoSearchResult" title="abacusai.VideoSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VideoSearchResult</span></code></a></p></td>
 <td><p>A single video search result.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WebSearchResponse" title="abacusai.WebSearchResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResponse</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WebSearchResponse" title="abacusai.WebSearchResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResponse</span></code></a></p></td>
 <td><p>Result of running a web search with optional content fetching.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WebSearchResult" title="abacusai.WebSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WebSearchResult" title="abacusai.WebSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResult</span></code></a></p></td>
 <td><p>A single search result.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Webhook" title="abacusai.Webhook"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Webhook</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.Webhook" title="abacusai.Webhook"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Webhook</span></code></a></p></td>
 <td><p>A Abacus.AI Webhook attached to an endpoint and event trigger for a given object.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplate" title="abacusai.WorkflowNodeTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplate</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.WorkflowNodeTemplate" title="abacusai.WorkflowNodeTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeTemplate</span></code></a></p></td>
 <td><p>A workflow node template.</p></td>
 </tr>
 </tbody>
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-<span class="sig-name descname"><span class="pre">method</span></span><a class="headerlink" href="#abacusai.AbacusApi.method" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">method</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AbacusApi.method" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">docstring</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AbacusApi.docstring" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AbacusApi.score">
-<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#abacusai.AbacusApi.score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AbacusApi.score" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8041,37 +8077,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">address_line_1</span></span><a class="headerlink" href="#abacusai.Address.address_line_1" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">address_line_1</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Address.address_line_1" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Address.address_line_2">
-<span class="sig-name descname"><span class="pre">address_line_2</span></span><a class="headerlink" href="#abacusai.Address.address_line_2" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">address_line_2</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Address.address_line_2" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Address.city">
-<span class="sig-name descname"><span class="pre">city</span></span><a class="headerlink" href="#abacusai.Address.city" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">city</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Address.city" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Address.state_or_province">
-<span class="sig-name descname"><span class="pre">state_or_province</span></span><a class="headerlink" href="#abacusai.Address.state_or_province" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">state_or_province</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Address.state_or_province" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Address.postal_code">
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+<span class="sig-name descname"><span class="pre">postal_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Address.postal_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Address.country">
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+<span class="sig-name descname"><span class="pre">country</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Address.country" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Address.additional_info">
-<span class="sig-name descname"><span class="pre">additional_info</span></span><a class="headerlink" href="#abacusai.Address.additional_info" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Address.additional_info" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8129,57 +8165,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Agent.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Agent.agent_id">
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+<span class="sig-name descname"><span class="pre">agent_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Agent.agent_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Agent.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Agent.project_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Agent.predict_function_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Agent.memory" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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 <dl class="py attribute">
@@ -8373,42 +8409,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentChatMessage.text">
-<span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#abacusai.AgentChatMessage.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentChatMessage.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentChatMessage.doc_ids">
-<span class="sig-name descname"><span class="pre">doc_ids</span></span><a class="headerlink" href="#abacusai.AgentChatMessage.doc_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentChatMessage.doc_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentChatMessage.keyword_arguments">
-<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><a class="headerlink" href="#abacusai.AgentChatMessage.keyword_arguments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentChatMessage.keyword_arguments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentChatMessage.segments">
-<span class="sig-name descname"><span class="pre">segments</span></span><a class="headerlink" href="#abacusai.AgentChatMessage.segments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">segments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentChatMessage.segments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentChatMessage.streamed_data">
-<span class="sig-name descname"><span class="pre">streamed_data</span></span><a class="headerlink" href="#abacusai.AgentChatMessage.streamed_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentChatMessage.streamed_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentChatMessage.streamed_section_data">
-<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><a class="headerlink" href="#abacusai.AgentChatMessage.streamed_section_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentChatMessage.streamed_section_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentChatMessage.agent_workflow_node_id">
-<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><a class="headerlink" href="#abacusai.AgentChatMessage.agent_workflow_node_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentChatMessage.agent_workflow_node_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8500,27 +8536,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentDataDocumentInfo.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentDataDocumentInfo.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.filename" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.filename" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentDataDocumentInfo.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.mime_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.mime_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentDataDocumentInfo.size">
-<span class="sig-name descname"><span class="pre">size</span></span><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentDataDocumentInfo.page_count">
-<span class="sig-name descname"><span class="pre">page_count</span></span><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.page_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentDataDocumentInfo.page_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8566,12 +8602,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentDataExecutionResult.response">
-<span class="sig-name descname"><span class="pre">response</span></span><a class="headerlink" href="#abacusai.AgentDataExecutionResult.response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentDataExecutionResult.response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentDataExecutionResult.deployment_conversation_id">
-<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><a class="headerlink" href="#abacusai.AgentDataExecutionResult.deployment_conversation_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentDataExecutionResult.deployment_conversation_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8631,52 +8667,52 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.agent_version">
-<span class="sig-name descname"><span class="pre">agent_version</span></span><a class="headerlink" href="#abacusai.AgentVersion.agent_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.agent_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.AgentVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.agent_id">
-<span class="sig-name descname"><span class="pre">agent_id</span></span><a class="headerlink" href="#abacusai.AgentVersion.agent_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.agent_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.agent_config">
-<span class="sig-name descname"><span class="pre">agent_config</span></span><a class="headerlink" href="#abacusai.AgentVersion.agent_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.agent_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.publishing_started_at">
-<span class="sig-name descname"><span class="pre">publishing_started_at</span></span><a class="headerlink" href="#abacusai.AgentVersion.publishing_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">publishing_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.publishing_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.publishing_completed_at">
-<span class="sig-name descname"><span class="pre">publishing_completed_at</span></span><a class="headerlink" href="#abacusai.AgentVersion.publishing_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">publishing_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.publishing_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.pending_deployment_ids">
-<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><a class="headerlink" href="#abacusai.AgentVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.failed_deployment_ids">
-<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><a class="headerlink" href="#abacusai.AgentVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.AgentVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentVersion.agent_execution_config">
-<span class="sig-name descname"><span class="pre">agent_execution_config</span></span><a class="headerlink" href="#abacusai.AgentVersion.agent_execution_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_execution_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentVersion.agent_execution_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8787,12 +8823,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AiBuildingTask.task">
-<span class="sig-name descname"><span class="pre">task</span></span><a class="headerlink" href="#abacusai.AiBuildingTask.task" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AiBuildingTask.task" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AiBuildingTask.task_type">
-<span class="sig-name descname"><span class="pre">task_type</span></span><a class="headerlink" href="#abacusai.AiBuildingTask.task_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">task_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AiBuildingTask.task_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8851,77 +8887,77 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Algorithm.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.Algorithm.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Algorithm.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.Algorithm.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.is_default_enabled">
-<span class="sig-name descname"><span class="pre">is_default_enabled</span></span><a class="headerlink" href="#abacusai.Algorithm.is_default_enabled" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_default_enabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.is_default_enabled" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.training_input_mappings">
-<span class="sig-name descname"><span class="pre">training_input_mappings</span></span><a class="headerlink" href="#abacusai.Algorithm.training_input_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_input_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.training_input_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.train_function_name">
-<span class="sig-name descname"><span class="pre">train_function_name</span></span><a class="headerlink" href="#abacusai.Algorithm.train_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.train_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.predict_function_name">
-<span class="sig-name descname"><span class="pre">predict_function_name</span></span><a class="headerlink" href="#abacusai.Algorithm.predict_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.predict_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.predict_many_function_name">
-<span class="sig-name descname"><span class="pre">predict_many_function_name</span></span><a class="headerlink" href="#abacusai.Algorithm.predict_many_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_many_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.predict_many_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.initialize_function_name">
-<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><a class="headerlink" href="#abacusai.Algorithm.initialize_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.initialize_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.config_options">
-<span class="sig-name descname"><span class="pre">config_options</span></span><a class="headerlink" href="#abacusai.Algorithm.config_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.config_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.algorithm_id">
-<span class="sig-name descname"><span class="pre">algorithm_id</span></span><a class="headerlink" href="#abacusai.Algorithm.algorithm_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.algorithm_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.Algorithm.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.algorithm_training_config">
-<span class="sig-name descname"><span class="pre">algorithm_training_config</span></span><a class="headerlink" href="#abacusai.Algorithm.algorithm_training_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm_training_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.algorithm_training_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Algorithm.only_offline_deployable">
-<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><a class="headerlink" href="#abacusai.Algorithm.only_offline_deployable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Algorithm.only_offline_deployable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8973,22 +9009,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Annotation.annotation_type">
-<span class="sig-name descname"><span class="pre">annotation_type</span></span><a class="headerlink" href="#abacusai.Annotation.annotation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">annotation_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Annotation.annotation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Annotation.annotation_value">
-<span class="sig-name descname"><span class="pre">annotation_value</span></span><a class="headerlink" href="#abacusai.Annotation.annotation_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">annotation_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Annotation.annotation_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Annotation.comments">
-<span class="sig-name descname"><span class="pre">comments</span></span><a class="headerlink" href="#abacusai.Annotation.comments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">comments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Annotation.comments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Annotation.metadata">
-<span class="sig-name descname"><span class="pre">metadata</span></span><a class="headerlink" href="#abacusai.Annotation.metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Annotation.metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -9036,27 +9072,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationConfig.feature_annotation_configs">
-<span class="sig-name descname"><span class="pre">feature_annotation_configs</span></span><a class="headerlink" href="#abacusai.AnnotationConfig.feature_annotation_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_annotation_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationConfig.feature_annotation_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationConfig.labels">
-<span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#abacusai.AnnotationConfig.labels" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">labels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationConfig.labels" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationConfig.status_feature">
-<span class="sig-name descname"><span class="pre">status_feature</span></span><a class="headerlink" href="#abacusai.AnnotationConfig.status_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationConfig.status_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationConfig.comments_features">
-<span class="sig-name descname"><span class="pre">comments_features</span></span><a class="headerlink" href="#abacusai.AnnotationConfig.comments_features" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">comments_features</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationConfig.comments_features" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationConfig.metadata_feature">
-<span class="sig-name descname"><span class="pre">metadata_feature</span></span><a class="headerlink" href="#abacusai.AnnotationConfig.metadata_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationConfig.metadata_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -9104,27 +9140,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationDocument.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.AnnotationDocument.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationDocument.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationDocument.feature_group_row_identifier">
-<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><a class="headerlink" href="#abacusai.AnnotationDocument.feature_group_row_identifier" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationDocument.feature_group_row_identifier" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationDocument.feature_group_row_index">
-<span class="sig-name descname"><span class="pre">feature_group_row_index</span></span><a class="headerlink" href="#abacusai.AnnotationDocument.feature_group_row_index" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_index</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationDocument.feature_group_row_index" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationDocument.total_rows">
-<span class="sig-name descname"><span class="pre">total_rows</span></span><a class="headerlink" href="#abacusai.AnnotationDocument.total_rows" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_rows</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationDocument.total_rows" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationDocument.is_annotation_present">
-<span class="sig-name descname"><span class="pre">is_annotation_present</span></span><a class="headerlink" href="#abacusai.AnnotationDocument.is_annotation_present" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_annotation_present</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationDocument.is_annotation_present" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -9177,47 +9213,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.feature_name">
-<span class="sig-name descname"><span class="pre">feature_name</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.feature_group_row_identifier">
-<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.feature_group_row_identifier" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_identifier</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.feature_group_row_identifier" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.annotation_entry_marker">
-<span class="sig-name descname"><span class="pre">annotation_entry_marker</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.annotation_entry_marker" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">annotation_entry_marker</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.annotation_entry_marker" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.locked_until">
-<span class="sig-name descname"><span class="pre">locked_until</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.locked_until" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">locked_until</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.locked_until" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationEntry.verification_info">
-<span class="sig-name descname"><span class="pre">verification_info</span></span><a class="headerlink" href="#abacusai.AnnotationEntry.verification_info" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verification_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationEntry.verification_info" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -9272,32 +9308,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationsStatus.total">
-<span class="sig-name descname"><span class="pre">total</span></span><a class="headerlink" href="#abacusai.AnnotationsStatus.total" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationsStatus.total" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationsStatus.done">
-<span class="sig-name descname"><span class="pre">done</span></span><a class="headerlink" href="#abacusai.AnnotationsStatus.done" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">done</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationsStatus.done" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationsStatus.in_progress">
-<span class="sig-name descname"><span class="pre">in_progress</span></span><a class="headerlink" href="#abacusai.AnnotationsStatus.in_progress" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">in_progress</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationsStatus.in_progress" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationsStatus.todo">
-<span class="sig-name descname"><span class="pre">todo</span></span><a class="headerlink" href="#abacusai.AnnotationsStatus.todo" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">todo</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationsStatus.todo" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationsStatus.latest_updated_at">
-<span class="sig-name descname"><span class="pre">latest_updated_at</span></span><a class="headerlink" href="#abacusai.AnnotationsStatus.latest_updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latest_updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationsStatus.latest_updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AnnotationsStatus.is_materialization_needed">
-<span class="sig-name descname"><span class="pre">is_materialization_needed</span></span><a class="headerlink" href="#abacusai.AnnotationsStatus.is_materialization_needed" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_materialization_needed</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AnnotationsStatus.is_materialization_needed" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -9339,12 +9375,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9488,12 +9524,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FieldDescriptor.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.FieldDescriptor.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FieldDescriptor.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FieldDescriptor.example_extraction">
-<span class="sig-name descname"><span class="pre">example_extraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.FieldDescriptor.example_extraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">example_extraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FieldDescriptor.example_extraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -9537,7 +9573,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The name of the input variable of the node function.</p></li>
-<li><p><strong>variable_type</strong> (<a class="reference internal" href="#abacusai.WorkflowNodeInputType" title="abacusai.WorkflowNodeInputType"><em>WorkflowNodeInputType</em></a>) – The type of the input.</p></li>
+<li><p><strong>variable_type</strong> (<em>Union</em><em>[</em><a class="reference internal" href="#abacusai.WorkflowNodeInputType" title="abacusai.WorkflowNodeInputType"><em>WorkflowNodeInputType</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em>) – The type of the input. If the type is <cite>IGNORE</cite>, the input will be ignored.</p></li>
 <li><p><strong>variable_source</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The name of the node this variable is sourced from.
 If the type is <cite>WORKFLOW_VARIABLE</cite>, the value given by the source node will be directly used.
 If the type is <cite>USER_INPUT</cite>, the value given by the source node will be used as the default initial value before the user edits it.
@@ -9558,22 +9594,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeInputMapping.variable_source">
-<span class="sig-name descname"><span class="pre">variable_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.variable_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.variable_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeInputMapping.source_prop">
-<span class="sig-name descname"><span class="pre">source_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.source_prop" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.source_prop" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeInputMapping.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.WorkflowNodeInputMapping.default_value">
-<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.default_value" title="Link to this definition"></a></dt>
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.WorkflowNodeInputMapping.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.WorkflowNodeInputMapping.__post_init__" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9622,17 +9658,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeInputSchema.schema_source">
-<span class="sig-name descname"><span class="pre">schema_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeInputSchema.schema_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_source</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputSchema.schema_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeInputSchema.schema_prop">
-<span class="sig-name descname"><span class="pre">schema_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeInputSchema.schema_prop" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_prop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputSchema.schema_prop" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeInputSchema.runtime_schema">
-<span class="sig-name descname"><span class="pre">runtime_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeInputSchema.runtime_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">runtime_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputSchema.runtime_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9752,9 +9788,44 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.TriggerConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">TriggerConfig</span></span><a class="headerlink" href="#abacusai.TriggerConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>Represents the configuration for a trigger workflow node.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>sleep_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – The time in seconds to wait before the node gets executed again.</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.TriggerConfig.sleep_time">
+<span class="sig-name descname"><span class="pre">sleep_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TriggerConfig.sleep_time" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.TriggerConfig.to_dict">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.TriggerConfig.to_dict" title="Link to this definition"></a></dt>
+<dd><p>Standardizes converting an ApiClass to dictionary.
+Keys of response dictionary are converted to camel case.
+This also validates the fields ( type, value, etc ) received in the dictionary.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.TriggerConfig.from_dict">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">configs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.TriggerConfig.from_dict" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.WorkflowGraphNode">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraphNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.WorkflowGraphNode" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraphNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trigger_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.WorkflowGraphNode" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
 <p>Represents a node in an Agent workflow graph.</p>
 <dl class="field-list simple">
@@ -9769,22 +9840,29 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>)</p></li>
 <li><p><strong>source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>)</p></li>
 <li><p><strong>template_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p></li>
+<li><p><strong>trigger_config</strong> (<a class="reference internal" href="#abacusai.TriggerConfig" title="abacusai.TriggerConfig"><em>TriggerConfig</em></a>)</p></li>
 </ul>
 </dd>
 </dl>
 <dl class="simple">
 <dt>Additional Attributes:</dt><dd><p>function_name (str): The name of the function.
-source_code (str): The source code of the function.</p>
+source_code (str): The source code of the function.
+trigger_config (TriggerConfig): The configuration for a trigger workflow node.</p>
 </dd>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowGraphNode.template_metadata">
-<span class="sig-name descname"><span class="pre">template_metadata</span></span><a class="headerlink" href="#abacusai.WorkflowGraphNode.template_metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowGraphNode.template_metadata" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.WorkflowGraphNode.trigger_config">
+<span class="sig-name descname"><span class="pre">trigger_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowGraphNode.trigger_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.WorkflowGraphNode._raw_init">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_raw_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.WorkflowGraphNode._raw_init" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_raw_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trigger_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.WorkflowGraphNode._raw_init" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9797,6 +9875,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>input_schema</strong> (<a class="reference internal" href="#abacusai.WorkflowNodeInputSchema" title="abacusai.WorkflowNodeInputSchema"><em>WorkflowNodeInputSchema</em></a>)</p></li>
 <li><p><strong>output_schema</strong> (<a class="reference internal" href="#abacusai.WorkflowNodeOutputSchema" title="abacusai.WorkflowNodeOutputSchema"><em>WorkflowNodeOutputSchema</em></a>)</p></li>
 <li><p><strong>template_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>)</p></li>
+<li><p><strong>trigger_config</strong> (<a class="reference internal" href="#abacusai.TriggerConfig" title="abacusai.TriggerConfig"><em>TriggerConfig</em></a>)</p></li>
 </ul>
 </dd>
 </dl>
@@ -9930,22 +10009,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.WorkflowGraphNode" title="abacusai.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.WorkflowGraphNode" title="abacusai.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.WorkflowGraphEdge" title="abacusai.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.WorkflowGraph.edges" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.WorkflowGraphEdge" title="abacusai.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.WorkflowGraph.edges" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowGraph.primary_start_node">
-<span class="sig-name descname"><span class="pre">primary_start_node</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.WorkflowGraphNode" title="abacusai.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a></em><a class="headerlink" href="#abacusai.WorkflowGraph.primary_start_node" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_start_node</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.WorkflowGraphNode" title="abacusai.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowGraph.primary_start_node" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowGraph.common_source_code">
-<span class="sig-name descname"><span class="pre">common_source_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowGraph.common_source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">common_source_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowGraph.common_source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -9984,17 +10063,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentConversationMessage.is_user">
-<span class="sig-name descname"><span class="pre">is_user</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.AgentConversationMessage.is_user" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_user</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentConversationMessage.is_user" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentConversationMessage.text">
-<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.AgentConversationMessage.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentConversationMessage.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AgentConversationMessage.document_contents">
-<span class="sig-name descname"><span class="pre">document_contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.AgentConversationMessage.document_contents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AgentConversationMessage.document_contents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10029,17 +10108,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplateConfig.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateConfig.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateConfig.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplateConfig.default_value">
-<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateConfig.default_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateConfig.default_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplateConfig.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateConfig.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateConfig.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10083,12 +10162,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplateInput.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateInput.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateInput.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplateInput.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateInput.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateInput.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10137,7 +10216,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplateOutput.description">
-<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateOutput.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplateOutput.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10180,17 +10259,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HotkeyPrompt.title">
-<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.HotkeyPrompt.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HotkeyPrompt.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HotkeyPrompt.disable_problem_type_context">
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+<span class="sig-name descname"><span class="pre">disable_problem_type_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.HotkeyPrompt.disable_problem_type_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HotkeyPrompt.ignore_history">
-<span class="sig-name descname"><span class="pre">ignore_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.HotkeyPrompt.ignore_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HotkeyPrompt.ignore_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -10238,7 +10317,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for Batch Prediction args specific to problem type.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionArgs._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -10248,7 +10327,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionArgs.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10279,42 +10358,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingBatchPredictionArgs.predictions_start_date">
-<span class="sig-name descname"><span class="pre">predictions_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.predictions_start_date" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predictions_start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.predictions_start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ForecastingBatchPredictionArgs.use_prediction_offset">
-<span class="sig-name descname"><span class="pre">use_prediction_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.use_prediction_offset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_prediction_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.use_prediction_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingBatchPredictionArgs.start_date_offset">
-<span class="sig-name descname"><span class="pre">start_date_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.start_date_offset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_date_offset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.start_date_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ForecastingBatchPredictionArgs.forecasting_horizon">
-<span class="sig-name descname"><span class="pre">forecasting_horizon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.forecasting_horizon" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecasting_horizon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.forecasting_horizon" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">
-<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ForecastingBatchPredictionArgs.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingBatchPredictionArgs.create_monitor">
-<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10336,7 +10415,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.NamedEntityExtractionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NamedEntityExtractionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -10363,22 +10442,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.PersonalizationBatchPredictionArgs.number_of_items">
-<span class="sig-name descname"><span class="pre">number_of_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.PersonalizationBatchPredictionArgs.number_of_items" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_items</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationBatchPredictionArgs.number_of_items" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">
-<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">item_attributes_to_include_in_the_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationBatchPredictionArgs.score_field">
-<span class="sig-name descname"><span class="pre">score_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PersonalizationBatchPredictionArgs.score_field" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationBatchPredictionArgs.score_field" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10413,62 +10492,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.explainer_type">
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+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ExplainerType" title="abacusai.api_class.enums.ExplainerType"><span class="pre">abacusai.api_class.enums.ExplainerType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explainer_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">
-<span class="sig-name descname"><span class="pre">number_of_samples_to_use_for_explainer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_samples_to_use_for_explainer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">
-<span class="sig-name descname"><span class="pre">include_multi_class_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_multi_class_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">
-<span class="sig-name descname"><span class="pre">features_considered_constant_for_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">features_considered_constant_for_explanations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">
-<span class="sig-name descname"><span class="pre">importance_of_records_in_nested_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">importance_of_records_in_nested_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">
-<span class="sig-name descname"><span class="pre">explanation_filter_lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">
-<span class="sig-name descname"><span class="pre">explanation_filter_upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_label">
-<span class="sig-name descname"><span class="pre">explanation_filter_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_label" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explanation_filter_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_label" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.output_columns">
-<span class="sig-name descname"><span class="pre">output_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.output_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.output_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictiveModelingBatchPredictionArgs.create_monitor">
-<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictiveModelingBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10494,17 +10573,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PretrainedModelsBatchPredictionArgs.for_eval">
-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PretrainedModelsBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PretrainedModelsBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">
-<span class="sig-name descname"><span class="pre">files_output_location_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PretrainedModelsBatchPredictionArgs.files_output_location_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">files_output_location_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PretrainedModelsBatchPredictionArgs.files_output_location_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">
-<span class="sig-name descname"><span class="pre">channel_id_to_label_map</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">channel_id_to_label_map</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10529,12 +10608,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">
-<span class="sig-name descname"><span class="pre">explode_output</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.explode_output" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explode_output</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.explode_output" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10561,22 +10640,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ThemeAnalysisBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ThemeAnalysisBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ThemeAnalysisBatchPredictionArgs.analysis_frequency">
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+<span class="sig-name descname"><span class="pre">analysis_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ThemeAnalysisBatchPredictionArgs.analysis_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ThemeAnalysisBatchPredictionArgs.start_date">
-<span class="sig-name descname"><span class="pre">start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ThemeAnalysisBatchPredictionArgs.start_date" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_date</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ThemeAnalysisBatchPredictionArgs.start_date" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ThemeAnalysisBatchPredictionArgs.analysis_days">
-<span class="sig-name descname"><span class="pre">analysis_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ThemeAnalysisBatchPredictionArgs.analysis_days" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">analysis_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ThemeAnalysisBatchPredictionArgs.analysis_days" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10598,7 +10677,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10623,12 +10702,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TrainablePlugAndPlayBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">for_eval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainablePlugAndPlayBatchPredictionArgs.for_eval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">
-<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TrainablePlugAndPlayBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_monitor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainablePlugAndPlayBatchPredictionArgs.create_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10771,7 +10850,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.DatasetConfig.is_documentset">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -10788,7 +10867,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.StreamingConnectorDatasetConfig.streaming_connector_type">
-<span class="sig-name descname"><span class="pre">streaming_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.StreamingConnectorType" title="abacusai.api_class.enums.StreamingConnectorType"><span class="pre">abacusai.api_class.enums.StreamingConnectorType</span></a></em><a class="headerlink" href="#abacusai.StreamingConnectorDatasetConfig.streaming_connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.StreamingConnectorType" title="abacusai.api_class.enums.StreamingConnectorType"><span class="pre">abacusai.api_class.enums.StreamingConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingConnectorDatasetConfig.streaming_connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10810,7 +10889,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.KafkaDatasetConfig.topic">
-<span class="sig-name descname"><span class="pre">topic</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.KafkaDatasetConfig.topic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">topic</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.KafkaDatasetConfig.topic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -10975,17 +11054,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ParsingConfig.escape">
-<span class="sig-name descname"><span class="pre">escape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ParsingConfig.escape" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">escape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&quot;'</span></em><a class="headerlink" href="#abacusai.ParsingConfig.escape" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ParsingConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ParsingConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ParsingConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ParsingConfig.file_path_with_schema">
-<span class="sig-name descname"><span class="pre">file_path_with_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ParsingConfig.file_path_with_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_path_with_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ParsingConfig.file_path_with_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -11115,7 +11194,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.IncrementalDatabaseConnectorConfig.timestamp_column">
-<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.IncrementalDatabaseConnectorConfig.timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.IncrementalDatabaseConnectorConfig.timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -11136,17 +11215,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AttachmentParsingConfig.feature_group_name">
-<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.AttachmentParsingConfig.feature_group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AttachmentParsingConfig.feature_group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AttachmentParsingConfig.column_name">
-<span class="sig-name descname"><span class="pre">column_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.AttachmentParsingConfig.column_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AttachmentParsingConfig.column_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AttachmentParsingConfig.urls">
-<span class="sig-name descname"><span class="pre">urls</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.AttachmentParsingConfig.urls" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">urls</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AttachmentParsingConfig.urls" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -11167,17 +11246,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApplicationConnectorDatasetConfig.application_connector_type">
-<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><a class="headerlink" href="#abacusai.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApplicationConnectorDatasetConfig.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ApplicationConnectorDatasetConfig.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnectorDatasetConfig.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApplicationConnectorDatasetConfig.document_processing_config">
-<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DatasetDocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.ApplicationConnectorDatasetConfig.document_processing_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DatasetDocumentProcessingConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnectorDatasetConfig.document_processing_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11202,22 +11281,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConfluenceDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConfluenceDatasetConfig.space_key">
-<span class="sig-name descname"><span class="pre">space_key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.space_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">space_key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.space_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConfluenceDatasetConfig.pull_attachments">
-<span class="sig-name descname"><span class="pre">pull_attachments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.pull_attachments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_attachments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.pull_attachments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConfluenceDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.ConfluenceDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11227,6 +11306,25 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.BoxDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">BoxDatasetConfig</span></span><a class="headerlink" href="#abacusai.BoxDatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.ApplicationConnectorDatasetConfig" title="abacusai.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p>
+<p>Dataset config for Box Application Connector
+:param location: The regex location of the files to fetch
+:type location: str</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.BoxDatasetConfig.location">
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BoxDatasetConfig.location" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.BoxDatasetConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.BoxDatasetConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.GoogleAnalyticsDatasetConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">GoogleAnalyticsDatasetConfig</span></span><a class="headerlink" href="#abacusai.GoogleAnalyticsDatasetConfig" title="Link to this definition"></a></dt>
@@ -11243,17 +11341,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GoogleAnalyticsDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.GoogleAnalyticsDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GoogleAnalyticsDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GoogleAnalyticsDatasetConfig.start_timestamp">
-<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.GoogleAnalyticsDatasetConfig.start_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GoogleAnalyticsDatasetConfig.start_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GoogleAnalyticsDatasetConfig.end_timestamp">
-<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.GoogleAnalyticsDatasetConfig.end_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GoogleAnalyticsDatasetConfig.end_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11280,22 +11378,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GoogleDriveDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GoogleDriveDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GoogleDriveDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GoogleDriveDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.GoogleDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11322,22 +11420,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.JiraDatasetConfig.jql">
-<span class="sig-name descname"><span class="pre">jql</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.jql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">jql</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.jql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.JiraDatasetConfig.custom_fields">
-<span class="sig-name descname"><span class="pre">custom_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.custom_fields" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.custom_fields" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.JiraDatasetConfig.include_comments">
-<span class="sig-name descname"><span class="pre">include_comments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.include_comments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_comments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.include_comments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.JiraDatasetConfig.include_watchers">
-<span class="sig-name descname"><span class="pre">include_watchers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.include_watchers" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_watchers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.JiraDatasetConfig.include_watchers" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11364,22 +11462,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OneDriveDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OneDriveDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OneDriveDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OneDriveDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.OneDriveDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11406,22 +11504,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.SharepointDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.SharepointDatasetConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.csv_delimiter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.SharepointDatasetConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.SharepointDatasetConfig.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.SharepointDatasetConfig.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11443,7 +11541,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ZendeskDatasetConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ZendeskDatasetConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ZendeskDatasetConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11468,12 +11566,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">
-<span class="sig-name descname"><span class="pre">include_entire_conversation_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_entire_conversation_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AbacusUsageMetricsDatasetConfig.include_all_feedback">
-<span class="sig-name descname"><span class="pre">include_all_feedback</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.AbacusUsageMetricsDatasetConfig.include_all_feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_all_feedback</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.AbacusUsageMetricsDatasetConfig.include_all_feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11499,17 +11597,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TeamsScraperDatasetConfig.pull_chat_messages">
-<span class="sig-name descname"><span class="pre">pull_chat_messages</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TeamsScraperDatasetConfig.pull_chat_messages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_chat_messages</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.TeamsScraperDatasetConfig.pull_chat_messages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TeamsScraperDatasetConfig.pull_channel_posts">
-<span class="sig-name descname"><span class="pre">pull_channel_posts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TeamsScraperDatasetConfig.pull_channel_posts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_channel_posts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.TeamsScraperDatasetConfig.pull_channel_posts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TeamsScraperDatasetConfig.pull_transcripts">
-<span class="sig-name descname"><span class="pre">pull_transcripts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TeamsScraperDatasetConfig.pull_transcripts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pull_transcripts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.TeamsScraperDatasetConfig.pull_transcripts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11561,7 +11659,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for prediction arguments specific to problem type.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionArguments._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -11571,7 +11669,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionArguments.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11597,17 +11695,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OptimizationPredictionArguments.forced_assignments">
-<span class="sig-name descname"><span class="pre">forced_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.OptimizationPredictionArguments.forced_assignments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forced_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OptimizationPredictionArguments.forced_assignments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OptimizationPredictionArguments.solve_time_limit_seconds">
-<span class="sig-name descname"><span class="pre">solve_time_limit_seconds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.OptimizationPredictionArguments.solve_time_limit_seconds" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">solve_time_limit_seconds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OptimizationPredictionArguments.solve_time_limit_seconds" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OptimizationPredictionArguments.include_all_assignments">
-<span class="sig-name descname"><span class="pre">include_all_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.OptimizationPredictionArguments.include_all_assignments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_all_assignments</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OptimizationPredictionArguments.include_all_assignments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11633,17 +11731,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyPredictionArguments.start_timestamp">
-<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyPredictionArguments.start_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyPredictionArguments.start_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyPredictionArguments.end_timestamp">
-<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyPredictionArguments.end_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyPredictionArguments.end_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyPredictionArguments.get_all_item_data">
-<span class="sig-name descname"><span class="pre">get_all_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyPredictionArguments.get_all_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_all_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyPredictionArguments.get_all_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11672,32 +11770,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMPredictionArguments.llm_name">
-<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.llm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.llm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMPredictionArguments.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMPredictionArguments.system_message">
-<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.system_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.system_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMPredictionArguments.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMPredictionArguments.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMPredictionArguments.ignore_documents">
-<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11722,12 +11820,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RegressionPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.RegressionPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RegressionPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RegressionPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.RegressionPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RegressionPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11755,27 +11853,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingPredictionArguments.num_predictions">
-<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingPredictionArguments.prediction_start">
-<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingPredictionArguments.get_item_data">
-<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11803,27 +11901,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingPredictionArguments.num_predictions">
-<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.num_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingPredictionArguments.prediction_start">
-<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.prediction_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingPredictionArguments.explain_predictions">
-<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explain_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.explain_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingPredictionArguments.explainer_type">
-<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">explainer_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.explainer_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingPredictionArguments.get_item_data">
-<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingPredictionArguments.get_item_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11852,32 +11950,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchPredictionArguments.llm_name">
-<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.llm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.llm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchPredictionArguments.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchPredictionArguments.system_message">
-<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.system_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">system_message</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.system_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchPredictionArguments.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchPredictionArguments.search_score_cutoff">
-<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.search_score_cutoff" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchPredictionArguments.ignore_documents">
-<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_documents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchPredictionArguments.ignore_documents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11899,7 +11997,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureStorePredictionArguments.limit_results">
-<span class="sig-name descname"><span class="pre">limit_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.FeatureStorePredictionArguments.limit_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">limit_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureStorePredictionArguments.limit_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -11997,47 +12095,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.chunk_size_factors">
-<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.index_metadata_columns">
-<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.index_metadata_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.index_metadata_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.use_document_summary">
-<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.use_document_summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.use_document_summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VectorStoreConfig.summary_instructions">
-<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.VectorStoreConfig.summary_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VectorStoreConfig.summary_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -13672,6 +13770,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">OKTASAML</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OKTASAML'</span></em><a class="headerlink" href="#abacusai.ApplicationConnectorType.OKTASAML" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ApplicationConnectorType.BOX">
+<span class="sig-name descname"><span class="pre">BOX</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'BOX'</span></em><a class="headerlink" href="#abacusai.ApplicationConnectorType.BOX" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -13944,6 +14047,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.LLMName.QWQ_32B">
+<span class="sig-name descname"><span class="pre">QWQ_32B</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'QWQ_32B'</span></em><a class="headerlink" href="#abacusai.LLMName.QWQ_32B" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LLMName.GEMINI_1_5_FLASH">
 <span class="sig-name descname"><span class="pre">GEMINI_1_5_FLASH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'GEMINI_1_5_FLASH'</span></em><a class="headerlink" href="#abacusai.LLMName.GEMINI_1_5_FLASH" title="Link to this definition"></a></dt>
@@ -14211,6 +14319,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">WORKFLOW_VARIABLE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'WORKFLOW_VARIABLE'</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputType.WORKFLOW_VARIABLE" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.WorkflowNodeInputType.IGNORE">
+<span class="sig-name descname"><span class="pre">IGNORE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'IGNORE'</span></em><a class="headerlink" href="#abacusai.WorkflowNodeInputType.IGNORE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -14616,7 +14729,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for the sampling config of a feature group</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.SamplingConfig.sampling_method">
-<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><a class="headerlink" href="#abacusai.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14651,7 +14764,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NSamplingConfig.key_columns">
-<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.NSamplingConfig.key_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.NSamplingConfig.key_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14681,7 +14794,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PercentSamplingConfig.key_columns">
-<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.PercentSamplingConfig.key_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">key_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.PercentSamplingConfig.key_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14721,7 +14834,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for the merge config of a feature group</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MergeConfig.merge_mode">
-<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><a class="headerlink" href="#abacusai.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14756,7 +14869,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LastNMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14792,7 +14905,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TimeWindowMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14832,7 +14945,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>Configuration for a template Feature Group Operation</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OperatorConfig.operator_type">
-<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><a class="headerlink" href="#abacusai.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14864,22 +14977,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UnpivotConfig.columns">
-<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.UnpivotConfig.columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UnpivotConfig.columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UnpivotConfig.index_column">
-<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UnpivotConfig.value_column">
-<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UnpivotConfig.exclude">
-<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14905,17 +15018,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MarkdownConfig.input_column">
-<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MarkdownConfig.output_column">
-<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MarkdownConfig.input_column_type">
-<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><a class="headerlink" href="#abacusai.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -14944,42 +15057,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.input_column">
-<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.output_column">
-<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.depth_column">
-<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.input_column_type">
-<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.crawl_depth">
-<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.disable_host_restriction">
-<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.honour_website_rules">
-<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.user_agent">
-<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -15005,17 +15118,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig.doc_id_column">
-<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig.document_column">
-<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig.document_processing_config">
-<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -15055,87 +15168,87 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.prompt_col">
-<span class="sig-name descname"><span class="pre">prompt_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.prompt_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prompt_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.prompt_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.completion_col">
-<span class="sig-name descname"><span class="pre">completion_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.completion_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completion_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.completion_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.description_col">
-<span class="sig-name descname"><span class="pre">description_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.description_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.description_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.id_col">
-<span class="sig-name descname"><span class="pre">id_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.id_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_col</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.id_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.generation_instructions">
-<span class="sig-name descname"><span class="pre">generation_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.generation_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">generation_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.generation_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.fewshot_examples">
-<span class="sig-name descname"><span class="pre">fewshot_examples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.fewshot_examples" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fewshot_examples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.fewshot_examples" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.concurrency">
-<span class="sig-name descname"><span class="pre">concurrency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.concurrency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">concurrency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.concurrency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.examples_per_target">
-<span class="sig-name descname"><span class="pre">examples_per_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.examples_per_target" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">examples_per_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.examples_per_target" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.subset_size">
-<span class="sig-name descname"><span class="pre">subset_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.subset_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">subset_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.subset_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.verify_response">
-<span class="sig-name descname"><span class="pre">verify_response</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.verify_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verify_response</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.verify_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.token_budget">
-<span class="sig-name descname"><span class="pre">token_budget</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.token_budget" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">token_budget</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.token_budget" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.oversample">
-<span class="sig-name descname"><span class="pre">oversample</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.oversample" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">oversample</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.oversample" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.documentation_char_limit">
-<span class="sig-name descname"><span class="pre">documentation_char_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.documentation_char_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">documentation_char_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.documentation_char_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.frequency_penalty">
-<span class="sig-name descname"><span class="pre">frequency_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.frequency_penalty" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">frequency_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.frequency_penalty" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.model">
-<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataGenerationConfig.seed">
-<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataGenerationConfig.seed" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataGenerationConfig.seed" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -15160,12 +15273,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UnionTransformConfig.feature_group_ids">
-<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.UnionTransformConfig.feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UnionTransformConfig.feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UnionTransformConfig.drop_non_intersecting_columns">
-<span class="sig-name descname"><span class="pre">drop_non_intersecting_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.UnionTransformConfig.drop_non_intersecting_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">drop_non_intersecting_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.UnionTransformConfig.drop_non_intersecting_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -15204,12 +15317,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for the training config options used to train the model.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfig._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfig._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -15219,12 +15332,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
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+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.TrainingConfig.algorithm">
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+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -15285,192 +15398,192 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.objective" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.sort_objective">
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+<span class="sig-name descname"><span class="pre">sort_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective" title="abacusai.api_class.enums.PersonalizationObjective"><span class="pre">abacusai.api_class.enums.PersonalizationObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.sort_objective" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.training_mode">
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+<span class="sig-name descname"><span class="pre">training_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode" title="abacusai.api_class.enums.PersonalizationTrainingMode"><span class="pre">abacusai.api_class.enums.PersonalizationTrainingMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.training_mode" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">target_action_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.target_action_types" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.target_action_weights">
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+<span class="sig-name descname"><span class="pre">target_action_weights</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.target_action_weights" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.session_event_types">
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+<span class="sig-name descname"><span class="pre">session_event_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.session_event_types" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.recent_days_for_training">
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+<span class="sig-name descname"><span class="pre">recent_days_for_training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.recent_days_for_training" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.training_start_date">
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.test_on_user_split">
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.sequential_training">
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+<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.optimized_event_type">
-<span class="sig-name descname"><span class="pre">optimized_event_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.optimized_event_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">optimized_event_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.optimized_event_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.disable_transformer">
-<span class="sig-name descname"><span class="pre">disable_transformer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.disable_transformer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_transformer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.disable_transformer" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.disable_gpu">
-<span class="sig-name descname"><span class="pre">disable_gpu</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.disable_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_gpu</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.disable_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.filter_history">
-<span class="sig-name descname"><span class="pre">filter_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.filter_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">filter_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.filter_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.action_types_exclusion_days">
-<span class="sig-name descname"><span class="pre">action_types_exclusion_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.action_types_exclusion_days" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_types_exclusion_days</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.action_types_exclusion_days" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.max_history_length">
-<span class="sig-name descname"><span class="pre">max_history_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.max_history_length" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_history_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.max_history_length" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.compute_rerank_metrics">
-<span class="sig-name descname"><span class="pre">compute_rerank_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.compute_rerank_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">compute_rerank_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.compute_rerank_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.add_time_features">
-<span class="sig-name descname"><span class="pre">add_time_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.add_time_features" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">add_time_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.add_time_features" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.disable_timestamp_scalar_features">
-<span class="sig-name descname"><span class="pre">disable_timestamp_scalar_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.disable_timestamp_scalar_features" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_timestamp_scalar_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.disable_timestamp_scalar_features" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.compute_session_metrics">
-<span class="sig-name descname"><span class="pre">compute_session_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.compute_session_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">compute_session_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.compute_session_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.query_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.query_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.item_query_column">
-<span class="sig-name descname"><span class="pre">item_query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.item_query_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">item_query_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.item_query_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.use_user_id_feature">
-<span class="sig-name descname"><span class="pre">use_user_id_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.use_user_id_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_user_id_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.use_user_id_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.session_dedupe_mins">
-<span class="sig-name descname"><span class="pre">session_dedupe_mins</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.session_dedupe_mins" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">session_dedupe_mins</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.session_dedupe_mins" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">include_item_id_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.include_item_id_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_item_id_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.include_item_id_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">max_user_history_len_percentile</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.max_user_history_len_percentile" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_user_history_len_percentile</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.max_user_history_len_percentile" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PersonalizationTrainingConfig.downsample_item_popularity_percentile">
-<span class="sig-name descname"><span class="pre">downsample_item_popularity_percentile</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.downsample_item_popularity_percentile" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">downsample_item_popularity_percentile</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PersonalizationTrainingConfig.downsample_item_popularity_percentile" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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-<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><a class="headerlink" href="#abacusai.RegressionTrainingConfig.batch_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">drop_original_categoricals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RegressionTrainingConfig.drop_original_categoricals" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">monotonically_increasing_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RegressionTrainingConfig.monotonically_increasing_features" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">monotonically_decreasing_features</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RegressionTrainingConfig.monotonically_decreasing_features" title="Link to this definition"></a></dt>
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 <dd></dd></dl>
 
 <dl class="py method">
@@ -15845,317 +15958,317 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective" title="abacusai.api_class.enums.ForecastingObjective"><span class="pre">abacusai.api_class.enums.ForecastingObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.objective" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">sort_objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective" title="abacusai.api_class.enums.ForecastingObjective"><span class="pre">abacusai.api_class.enums.ForecastingObjective</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.sort_objective" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.forecast_frequency">
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+<span class="sig-name descname"><span class="pre">experimentation_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ExperimentationMode" title="abacusai.api_class.enums.ExperimentationMode"><span class="pre">abacusai.api_class.enums.ExperimentationMode</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.experimentation_mode" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">type_of_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType" title="abacusai.api_class.enums.ForecastingDataSplitType"><span class="pre">abacusai.api_class.enums.ForecastingDataSplitType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.type_of_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">skip_missing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.skip_missing" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.batch_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_renormalization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.batch_renormalization" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">prediction_step_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.prediction_step_size" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.training_point_overlap">
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+<span class="sig-name descname"><span class="pre">training_point_overlap</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.training_point_overlap" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">max_scale_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.max_scale_context" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.quantiles_extension_method">
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+<span class="sig-name descname"><span class="pre">quantiles_extension_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod" title="abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod"><span class="pre">abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.quantiles_extension_method" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.number_of_samples">
-<span class="sig-name descname"><span class="pre">number_of_samples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.number_of_samples" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_samples</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.number_of_samples" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.symmetrize_quantiles">
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+<span class="sig-name descname"><span class="pre">symmetrize_quantiles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.symmetrize_quantiles" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">use_log_transforms</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.use_log_transforms" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">smooth_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.smooth_history" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">local_scale_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.local_scale_target" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">local_scale_target</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.local_scale_target" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">use_clipping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.use_clipping" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">timeseries_loss_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.timeseries_loss_weight_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeseries_loss_weight_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.timeseries_loss_weight_column" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.use_item_id">
-<span class="sig-name descname"><span class="pre">use_item_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.use_item_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_item_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.use_item_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.use_all_item_totals">
-<span class="sig-name descname"><span class="pre">use_all_item_totals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.use_all_item_totals" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_all_item_totals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.use_all_item_totals" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.handle_zeros_as_missing_values">
-<span class="sig-name descname"><span class="pre">handle_zeros_as_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.handle_zeros_as_missing_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">handle_zeros_as_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.handle_zeros_as_missing_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.datetime_holiday_calendars">
-<span class="sig-name descname"><span class="pre">datetime_holiday_calendars</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.HolidayCalendars" title="abacusai.api_class.enums.HolidayCalendars"><span class="pre">abacusai.api_class.enums.HolidayCalendars</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.datetime_holiday_calendars" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">datetime_holiday_calendars</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.HolidayCalendars" title="abacusai.api_class.enums.HolidayCalendars"><span class="pre">abacusai.api_class.enums.HolidayCalendars</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.datetime_holiday_calendars" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.fill_missing_values">
-<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.enable_clustering">
-<span class="sig-name descname"><span class="pre">enable_clustering</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.enable_clustering" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_clustering</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.enable_clustering" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.data_split_feature_group_table_name">
-<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_split_feature_group_table_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.data_split_feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.custom_loss_functions">
-<span class="sig-name descname"><span class="pre">custom_loss_functions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.custom_loss_functions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_loss_functions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.custom_loss_functions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.custom_metrics">
-<span class="sig-name descname"><span class="pre">custom_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.custom_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.custom_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.return_fractional_forecasts">
-<span class="sig-name descname"><span class="pre">return_fractional_forecasts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.return_fractional_forecasts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">return_fractional_forecasts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.return_fractional_forecasts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingTrainingConfig.allow_training_with_small_history">
-<span class="sig-name descname"><span class="pre">allow_training_with_small_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.allow_training_with_small_history" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">allow_training_with_small_history</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingTrainingConfig.allow_training_with_small_history" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16256,32 +16369,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchTrainingConfig.abacus_internal_model">
-<span class="sig-name descname"><span class="pre">abacus_internal_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.abacus_internal_model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">abacus_internal_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.abacus_internal_model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchTrainingConfig.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchTrainingConfig.larger_embeddings">
-<span class="sig-name descname"><span class="pre">larger_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.larger_embeddings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">larger_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.larger_embeddings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchTrainingConfig.search_chunk_size">
-<span class="sig-name descname"><span class="pre">search_chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.search_chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.search_chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchTrainingConfig.index_fraction">
-<span class="sig-name descname"><span class="pre">index_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.index_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.index_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16337,177 +16450,177 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.document_retrievers">
-<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.document_retrievers" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.document_retrievers" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.num_completion_tokens">
-<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_completion_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.num_completion_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.temperature">
-<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.temperature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.temperature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.retrieval_columns">
-<span class="sig-name descname"><span class="pre">retrieval_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.retrieval_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">retrieval_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.retrieval_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.filter_columns">
-<span class="sig-name descname"><span class="pre">filter_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.filter_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">filter_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.filter_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.include_general_knowledge">
-<span class="sig-name descname"><span class="pre">include_general_knowledge</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.include_general_knowledge" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">include_general_knowledge</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.include_general_knowledge" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.enable_web_search">
-<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_web_search" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_web_search" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.behavior_instructions">
-<span class="sig-name descname"><span class="pre">behavior_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.behavior_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">behavior_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.behavior_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.response_instructions">
-<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.response_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.response_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.enable_llm_rewrite">
-<span class="sig-name descname"><span class="pre">enable_llm_rewrite</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_llm_rewrite" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_llm_rewrite</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_llm_rewrite" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.column_filtering_instructions">
-<span class="sig-name descname"><span class="pre">column_filtering_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.column_filtering_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_filtering_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.column_filtering_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.keyword_requirement_instructions">
-<span class="sig-name descname"><span class="pre">keyword_requirement_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.keyword_requirement_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_requirement_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.keyword_requirement_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.query_rewrite_instructions">
-<span class="sig-name descname"><span class="pre">query_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.query_rewrite_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.query_rewrite_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.max_search_results">
-<span class="sig-name descname"><span class="pre">max_search_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.max_search_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_search_results</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.max_search_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.data_feature_group_ids">
-<span class="sig-name descname"><span class="pre">data_feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_feature_group_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.data_prompt_context">
-<span class="sig-name descname"><span class="pre">data_prompt_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_prompt_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_prompt_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.data_prompt_table_context">
-<span class="sig-name descname"><span class="pre">data_prompt_table_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_prompt_table_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_table_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_prompt_table_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.data_prompt_column_context">
-<span class="sig-name descname"><span class="pre">data_prompt_column_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_prompt_column_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_prompt_column_context</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_prompt_column_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.hide_sql_and_code">
-<span class="sig-name descname"><span class="pre">hide_sql_and_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.hide_sql_and_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hide_sql_and_code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.hide_sql_and_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.disable_data_summarization">
-<span class="sig-name descname"><span class="pre">disable_data_summarization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.disable_data_summarization" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disable_data_summarization</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.disable_data_summarization" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.data_columns_to_ignore">
-<span class="sig-name descname"><span class="pre">data_columns_to_ignore</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_columns_to_ignore" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns_to_ignore</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.data_columns_to_ignore" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.search_score_cutoff">
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+<span class="sig-name descname"><span class="pre">search_score_cutoff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.search_score_cutoff" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.include_bm25_retrieval">
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+<span class="sig-name descname"><span class="pre">include_bm25_retrieval</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.include_bm25_retrieval" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.database_connector_tables">
-<span class="sig-name descname"><span class="pre">database_connector_tables</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.database_connector_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_tables</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.database_connector_tables" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.enable_code_execution">
-<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_code_execution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_code_execution" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.metadata_columns">
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+<span class="sig-name descname"><span class="pre">metadata_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.metadata_columns" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.lookup_rewrite_instructions">
-<span class="sig-name descname"><span class="pre">lookup_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.lookup_rewrite_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_rewrite_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.lookup_rewrite_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.enable_response_caching">
-<span class="sig-name descname"><span class="pre">enable_response_caching</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_response_caching" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_response_caching</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_response_caching" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.unknown_answer_phrase">
-<span class="sig-name descname"><span class="pre">unknown_answer_phrase</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.unknown_answer_phrase" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">unknown_answer_phrase</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.unknown_answer_phrase" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.enable_tool_bar">
-<span class="sig-name descname"><span class="pre">enable_tool_bar</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_tool_bar" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_tool_bar</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_tool_bar" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.enable_inline_source_citations">
-<span class="sig-name descname"><span class="pre">enable_inline_source_citations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_inline_source_citations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_inline_source_citations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.enable_inline_source_citations" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.response_format">
-<span class="sig-name descname"><span class="pre">response_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.response_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.response_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ChatLLMTrainingConfig.json_response_instructions">
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+<span class="sig-name descname"><span class="pre">json_response_instructions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.json_response_instructions" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">json_response_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatLLMTrainingConfig.json_response_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16533,17 +16646,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SentenceBoundaryDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.SentenceBoundaryDetectionTrainingConfig.dropout_rate">
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+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SentenceBoundaryDetectionTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.SentenceBoundaryDetectionTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SentenceBoundaryDetectionTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16568,12 +16681,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">sentiment_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.SentimentType" title="abacusai.api_class.enums.SentimentType"><span class="pre">abacusai.api_class.enums.SentimentType</span></a></em><a class="headerlink" href="#abacusai.SentimentDetectionTrainingConfig.sentiment_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sentiment_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.SentimentType" title="abacusai.api_class.enums.SentimentType"><span class="pre">abacusai.api_class.enums.SentimentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SentimentDetectionTrainingConfig.sentiment_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.SentimentDetectionTrainingConfig.test_split" title="Link to this definition"></a></dt>
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 <dl class="py method">
@@ -16598,12 +16711,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">zero_shot_hypotheses</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentClassificationTrainingConfig.zero_shot_hypotheses" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentClassificationTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DocumentClassificationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentClassificationTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -16629,17 +16742,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DocumentSummarizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentSummarizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.DocumentSummarizationTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.DocumentSummarizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentSummarizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.DocumentSummarizationTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentSummarizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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@@ -16665,17 +16778,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DocumentVisualizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentVisualizationTrainingConfig.test_split" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentVisualizationTrainingConfig.dropout_rate">
-<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.DocumentVisualizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentVisualizationTrainingConfig.dropout_rate" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentVisualizationTrainingConfig.batch_size">
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+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BatchSize" title="abacusai.api_class.enums.BatchSize"><span class="pre">abacusai.api_class.enums.BatchSize</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentVisualizationTrainingConfig.batch_size" title="Link to this definition"></a></dt>
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 <dl class="py method">
@@ -16697,7 +16810,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ClusteringTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16722,12 +16835,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.ClusteringTimeseriesTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_clusters_selection</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ClusteringTimeseriesTrainingConfig.num_clusters_selection" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">imputation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod" title="abacusai.api_class.enums.ClusteringImputationMethod"><span class="pre">abacusai.api_class.enums.ClusteringImputationMethod</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ClusteringTimeseriesTrainingConfig.imputation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16749,7 +16862,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">anomaly_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EventAnomalyTrainingConfig.anomaly_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16777,57 +16890,63 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <li><p><strong>hyperparameter_calculation_with_heuristics</strong> (<a class="reference internal" href="#abacusai.TimeseriesAnomalyUseHeuristic" title="abacusai.TimeseriesAnomalyUseHeuristic"><em>TimeseriesAnomalyUseHeuristic</em></a>) – Enable heuristic calculation to get hyperparameters for the model</p></li>
 <li><p><strong>threshold_score</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a>) – Threshold score for anomaly detection</p></li>
+<li><p><strong>additional_anomaly_ids</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em>) – List of categorical columns that can act as multi-identifier</p></li>
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+<span class="sig-name descname"><span class="pre">type_of_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType" title="abacusai.api_class.enums.TimeseriesAnomalyDataSplitType"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyDataSplitType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.type_of_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.test_split" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyTrainingConfig.fill_missing_values">
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+<span class="sig-name descname"><span class="pre">fill_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.fill_missing_values" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">handle_zeros_as_missing_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyTrainingConfig.timeseries_frequency">
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+<span class="sig-name descname"><span class="pre">timeseries_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.timeseries_frequency" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">min_samples_in_normal_region</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">anomaly_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly" title="abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.anomaly_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">
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+<span class="sig-name descname"><span class="pre">hyperparameter_calculation_with_heuristics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic" title="abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic"><span class="pre">abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyTrainingConfig.threshold_score">
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+<span class="sig-name descname"><span class="pre">threshold_score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.threshold_score" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids">
+<span class="sig-name descname"><span class="pre">additional_anomaly_ids</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16856,32 +16975,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingTrainingConfig.historical_frequency">
-<span class="sig-name descname"><span class="pre">historical_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.historical_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">historical_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.historical_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">
-<span class="sig-name descname"><span class="pre">cumulative_prediction_lengths</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cumulative_prediction_lengths</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingTrainingConfig.skip_input_transform">
-<span class="sig-name descname"><span class="pre">skip_input_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.skip_input_transform" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">skip_input_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.skip_input_transform" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingTrainingConfig.skip_target_transform">
-<span class="sig-name descname"><span class="pre">skip_target_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.skip_target_transform" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">skip_target_transform</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.skip_target_transform" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CumulativeForecastingTrainingConfig.predict_residuals">
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+<span class="sig-name descname"><span class="pre">predict_residuals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CumulativeForecastingTrainingConfig.predict_residuals" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
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+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">agent_interface</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><span class="pre">abacusai.api_class.enums.AgentInterface</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.agent_interface" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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+<span class="sig-name descname"><span class="pre">agent_connectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.agent_connectors" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">enable_binary_input</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.enable_binary_input" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_binary_input</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.enable_binary_input" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">agent_input_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.agent_input_schema" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">agent_output_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.agent_output_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_output_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AIAgentTrainingConfig.agent_output_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16973,32 +17092,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">max_catalog_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.max_catalog_size" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainedModelTrainingConfig.max_dimension">
-<span class="sig-name descname"><span class="pre">max_dimension</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.max_dimension" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_dimension</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.max_dimension" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainedModelTrainingConfig.index_output_path">
-<span class="sig-name descname"><span class="pre">index_output_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.index_output_path" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_output_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.index_output_path" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainedModelTrainingConfig.docker_image_uri">
-<span class="sig-name descname"><span class="pre">docker_image_uri</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.docker_image_uri" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">docker_image_uri</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.docker_image_uri" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainedModelTrainingConfig.service_port">
-<span class="sig-name descname"><span class="pre">service_port</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.service_port" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">service_port</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.service_port" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainedModelTrainingConfig.streaming_embeddings">
-<span class="sig-name descname"><span class="pre">streaming_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.streaming_embeddings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainedModelTrainingConfig.streaming_embeddings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17020,7 +17139,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.CustomAlgorithmTrainingConfig.timeout_minutes">
-<span class="sig-name descname"><span class="pre">timeout_minutes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.CustomAlgorithmTrainingConfig.timeout_minutes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout_minutes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomAlgorithmTrainingConfig.timeout_minutes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17045,12 +17164,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.OptimizationTrainingConfig.solve_time_limit">
-<span class="sig-name descname"><span class="pre">solve_time_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.OptimizationTrainingConfig.solve_time_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">solve_time_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OptimizationTrainingConfig.solve_time_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OptimizationTrainingConfig.optimality_gap_limit">
-<span class="sig-name descname"><span class="pre">optimality_gap_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.OptimizationTrainingConfig.optimality_gap_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">optimality_gap_limit</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OptimizationTrainingConfig.optimality_gap_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17100,22 +17219,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.DeployableAlgorithm.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeployableAlgorithm.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeployableAlgorithm.only_offline_deployable">
-<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.only_offline_deployable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.only_offline_deployable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeployableAlgorithm.trained_model_types">
-<span class="sig-name descname"><span class="pre">trained_model_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.trained_model_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">trained_model_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeployableAlgorithm.trained_model_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -17135,12 +17254,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.TimeWindowConfig.window_duration">
-<span class="sig-name descname"><span class="pre">window_duration</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.TimeWindowConfig.window_duration" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_duration</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeWindowConfig.window_duration" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TimeWindowConfig.window_from_start">
-<span class="sig-name descname"><span class="pre">window_from_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.TimeWindowConfig.window_from_start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_from_start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TimeWindowConfig.window_from_start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17172,32 +17291,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorConfig.timestamp_column">
-<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.timestamp_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.timestamp_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorConfig.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.target_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.target_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorConfig.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorConfig.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorConfig.window_config">
-<span class="sig-name descname"><span class="pre">window_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.TimeWindowConfig" title="abacusai.TimeWindowConfig"><span class="pre">TimeWindowConfig</span></a></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.window_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.TimeWindowConfig" title="abacusai.TimeWindowConfig"><span class="pre">TimeWindowConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorConfig.window_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17225,12 +17344,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StdDevThreshold.threshold_type">
-<span class="sig-name descname"><span class="pre">threshold_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType" title="abacusai.api_class.enums.StdDevThresholdType"><span class="pre">abacusai.api_class.enums.StdDevThresholdType</span></a></em><a class="headerlink" href="#abacusai.StdDevThreshold.threshold_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType" title="abacusai.api_class.enums.StdDevThresholdType"><span class="pre">abacusai.api_class.enums.StdDevThresholdType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StdDevThreshold.threshold_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StdDevThreshold.value">
-<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.StdDevThreshold.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StdDevThreshold.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17258,12 +17377,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemAttributesStdDevThreshold.lower_bound">
-<span class="sig-name descname"><span class="pre">lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.StdDevThreshold" title="abacusai.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><a class="headerlink" href="#abacusai.ItemAttributesStdDevThreshold.lower_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lower_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.StdDevThreshold" title="abacusai.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemAttributesStdDevThreshold.lower_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemAttributesStdDevThreshold.upper_bound">
-<span class="sig-name descname"><span class="pre">upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.StdDevThreshold" title="abacusai.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><a class="headerlink" href="#abacusai.ItemAttributesStdDevThreshold.upper_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">upper_bound</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#abacusai.StdDevThreshold" title="abacusai.StdDevThreshold"><span class="pre">StdDevThreshold</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemAttributesStdDevThreshold.upper_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17295,32 +17414,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RestrictFeatureMappings.feature_name">
-<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RestrictFeatureMappings.restricted_feature_values">
-<span class="sig-name descname"><span class="pre">restricted_feature_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.restricted_feature_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">restricted_feature_values</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.restricted_feature_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RestrictFeatureMappings.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RestrictFeatureMappings.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RestrictFeatureMappings.min_value">
-<span class="sig-name descname"><span class="pre">min_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.min_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">min_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.min_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RestrictFeatureMappings.max_value">
-<span class="sig-name descname"><span class="pre">max_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.max_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RestrictFeatureMappings.max_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17352,32 +17471,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorFilteringConfig.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.start_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.start_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorFilteringConfig.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.end_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.end_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorFilteringConfig.restrict_feature_mappings">
-<span class="sig-name descname"><span class="pre">restrict_feature_mappings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.RestrictFeatureMappings" title="abacusai.RestrictFeatureMappings"><span class="pre">RestrictFeatureMappings</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.restrict_feature_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">restrict_feature_mappings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#abacusai.RestrictFeatureMappings" title="abacusai.RestrictFeatureMappings"><span class="pre">RestrictFeatureMappings</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.restrict_feature_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorFilteringConfig.target_class">
-<span class="sig-name descname"><span class="pre">target_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.target_class" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.target_class" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorFilteringConfig.train_target_feature">
-<span class="sig-name descname"><span class="pre">train_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.train_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.train_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorFilteringConfig.prediction_target_feature">
-<span class="sig-name descname"><span class="pre">prediction_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.prediction_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_target_feature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorFilteringConfig.prediction_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17397,7 +17516,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for alert condition configs</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AlertConditionConfig.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><a class="headerlink" href="#abacusai.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17419,7 +17538,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AccuracyBelowThresholdConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.AccuracyBelowThresholdConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AccuracyBelowThresholdConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17446,22 +17565,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftConditionConfig.feature_names">
-<span class="sig-name descname"><span class="pre">feature_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.feature_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftConditionConfig.feature_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17486,12 +17605,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TargetDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.TargetDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TargetDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TargetDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.TargetDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TargetDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17516,12 +17635,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HistoryLengthDriftConditionConfig.feature_drift_type">
-<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.HistoryLengthDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HistoryLengthDriftConditionConfig.feature_drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HistoryLengthDriftConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.HistoryLengthDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HistoryLengthDriftConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17546,12 +17665,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataIntegrityViolationConditionConfig.data_integrity_type">
-<span class="sig-name descname"><span class="pre">data_integrity_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType" title="abacusai.api_class.enums.DataIntegrityViolationType"><span class="pre">abacusai.api_class.enums.DataIntegrityViolationType</span></a></em><a class="headerlink" href="#abacusai.DataIntegrityViolationConditionConfig.data_integrity_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType" title="abacusai.api_class.enums.DataIntegrityViolationType"><span class="pre">abacusai.api_class.enums.DataIntegrityViolationType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataIntegrityViolationConditionConfig.data_integrity_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataIntegrityViolationConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.DataIntegrityViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataIntegrityViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17577,17 +17696,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BiasViolationConditionConfig.bias_type">
-<span class="sig-name descname"><span class="pre">bias_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BiasType" title="abacusai.api_class.enums.BiasType"><span class="pre">abacusai.api_class.enums.BiasType</span></a></em><a class="headerlink" href="#abacusai.BiasViolationConditionConfig.bias_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bias_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.BiasType" title="abacusai.api_class.enums.BiasType"><span class="pre">abacusai.api_class.enums.BiasType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BiasViolationConditionConfig.bias_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BiasViolationConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.BiasViolationConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BiasViolationConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BiasViolationConditionConfig.minimum_violations">
-<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.BiasViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">minimum_violations</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BiasViolationConditionConfig.minimum_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17610,17 +17729,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 :type aggregation_type: str</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionCountConditionConfig.threshold">
-<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.PredictionCountConditionConfig.threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionCountConditionConfig.threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionCountConditionConfig.aggregation_window">
-<span class="sig-name descname"><span class="pre">aggregation_window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PredictionCountConditionConfig.aggregation_window" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionCountConditionConfig.aggregation_window" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionCountConditionConfig.aggregation_type">
-<span class="sig-name descname"><span class="pre">aggregation_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PredictionCountConditionConfig.aggregation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionCountConditionConfig.aggregation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17665,7 +17784,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for alert action configs</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AlertActionConfig.action_type">
-<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><a class="headerlink" href="#abacusai.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17690,12 +17809,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmailActionConfig.email_recipients">
-<span class="sig-name descname"><span class="pre">email_recipients</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.EmailActionConfig.email_recipients" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email_recipients</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmailActionConfig.email_recipients" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmailActionConfig.email_body">
-<span class="sig-name descname"><span class="pre">email_body</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.EmailActionConfig.email_body" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email_body</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmailActionConfig.email_body" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17743,17 +17862,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorThresholdConfig.drift_type">
-<span class="sig-name descname"><span class="pre">drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><a class="headerlink" href="#abacusai.MonitorThresholdConfig.drift_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">drift_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType" title="abacusai.api_class.enums.FeatureDriftType"><span class="pre">abacusai.api_class.enums.FeatureDriftType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorThresholdConfig.drift_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorThresholdConfig.at_risk_threshold">
-<span class="sig-name descname"><span class="pre">at_risk_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.MonitorThresholdConfig.at_risk_threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">at_risk_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorThresholdConfig.at_risk_threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorThresholdConfig.severely_drifting_threshold">
-<span class="sig-name descname"><span class="pre">severely_drifting_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.MonitorThresholdConfig.severely_drifting_threshold" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">severely_drifting_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorThresholdConfig.severely_drifting_threshold" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17787,12 +17906,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureMappingConfig.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.FeatureMappingConfig.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureMappingConfig.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureMappingConfig.nested_feature_name">
-<span class="sig-name descname"><span class="pre">nested_feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.FeatureMappingConfig.nested_feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureMappingConfig.nested_feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -17818,7 +17937,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">
-<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -17866,17 +17985,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConstraintConfig.enforcement">
-<span class="sig-name descname"><span class="pre">enforcement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.ConstraintConfig.enforcement" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enforcement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConstraintConfig.enforcement" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConstraintConfig.code">
-<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.ConstraintConfig.code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConstraintConfig.code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConstraintConfig.penalty">
-<span class="sig-name descname"><span class="pre">penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="headerlink" href="#abacusai.ConstraintConfig.penalty" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConstraintConfig.penalty" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -17888,7 +18007,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for project feature group configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroupConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><a class="headerlink" href="#abacusai.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -17983,27 +18102,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunctionArgument.variable_type">
-<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunctionArgument.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunctionArgument.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunctionArgument.value">
-<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunctionArgument.pipeline_variable">
-<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -18023,12 +18142,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OutputVariableMapping.variable_type">
-<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType" title="abacusai.api_class.enums.PythonFunctionOutputArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionOutputArgumentType</span></a></em><a class="headerlink" href="#abacusai.OutputVariableMapping.variable_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType" title="abacusai.api_class.enums.PythonFunctionOutputArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionOutputArgumentType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OutputVariableMapping.variable_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OutputVariableMapping.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.OutputVariableMapping.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OutputVariableMapping.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -18040,7 +18159,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <p>An abstract class for feature group exports.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ConnectorType" title="abacusai.api_class.enums.ConnectorType"><span class="pre">abacusai.api_class.enums.ConnectorType</span></a></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.ConnectorType" title="abacusai.api_class.enums.ConnectorType"><span class="pre">abacusai.api_class.enums.ConnectorType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -18065,12 +18184,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnectorExportConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.FileConnectorExportConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnectorExportConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnectorExportConfig.export_file_format">
-<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.FileConnectorExportConfig.export_file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnectorExportConfig.export_file_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -18107,32 +18226,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorExportConfig.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorExportConfig.mode">
-<span class="sig-name descname"><span class="pre">mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorExportConfig.object_name">
-<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.object_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.object_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorExportConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorExportConfig.additional_id_columns">
-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorExportConfig.data_columns">
-<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.data_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorExportConfig.data_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -18487,32 +18606,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiEndpoint.api_endpoint">
-<span class="sig-name descname"><span class="pre">api_endpoint</span></span><a class="headerlink" href="#abacusai.ApiEndpoint.api_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiEndpoint.api_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiEndpoint.predict_endpoint">
-<span class="sig-name descname"><span class="pre">predict_endpoint</span></span><a class="headerlink" href="#abacusai.ApiEndpoint.predict_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiEndpoint.predict_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiEndpoint.proxy_endpoint">
-<span class="sig-name descname"><span class="pre">proxy_endpoint</span></span><a class="headerlink" href="#abacusai.ApiEndpoint.proxy_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">proxy_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiEndpoint.proxy_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiEndpoint.llm_endpoint">
-<span class="sig-name descname"><span class="pre">llm_endpoint</span></span><a class="headerlink" href="#abacusai.ApiEndpoint.llm_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiEndpoint.llm_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiEndpoint.external_chat_endpoint">
-<span class="sig-name descname"><span class="pre">external_chat_endpoint</span></span><a class="headerlink" href="#abacusai.ApiEndpoint.external_chat_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_chat_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiEndpoint.external_chat_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiEndpoint.dashboard_endpoint">
-<span class="sig-name descname"><span class="pre">dashboard_endpoint</span></span><a class="headerlink" href="#abacusai.ApiEndpoint.dashboard_endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dashboard_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiEndpoint.dashboard_endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -18563,42 +18682,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.api_key_id">
-<span class="sig-name descname"><span class="pre">api_key_id</span></span><a class="headerlink" href="#abacusai.ApiKey.api_key_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_key_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.api_key_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.api_key">
-<span class="sig-name descname"><span class="pre">api_key</span></span><a class="headerlink" href="#abacusai.ApiKey.api_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.api_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.api_key_suffix">
-<span class="sig-name descname"><span class="pre">api_key_suffix</span></span><a class="headerlink" href="#abacusai.ApiKey.api_key_suffix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">api_key_suffix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.api_key_suffix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.tag">
-<span class="sig-name descname"><span class="pre">tag</span></span><a class="headerlink" href="#abacusai.ApiKey.tag" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.tag" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.ApiKey.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.ApiKey.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.expires_at">
-<span class="sig-name descname"><span class="pre">expires_at</span></span><a class="headerlink" href="#abacusai.ApiKey.expires_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expires_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.expires_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiKey.is_expired">
-<span class="sig-name descname"><span class="pre">is_expired</span></span><a class="headerlink" href="#abacusai.ApiKey.is_expired" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_expired</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiKey.is_expired" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -18661,42 +18780,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.AppUserGroup.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.user_group_id">
-<span class="sig-name descname"><span class="pre">user_group_id</span></span><a class="headerlink" href="#abacusai.AppUserGroup.user_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.user_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.external_application_ids">
-<span class="sig-name descname"><span class="pre">external_application_ids</span></span><a class="headerlink" href="#abacusai.AppUserGroup.external_application_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.external_application_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.invited_user_emails">
-<span class="sig-name descname"><span class="pre">invited_user_emails</span></span><a class="headerlink" href="#abacusai.AppUserGroup.invited_user_emails" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">invited_user_emails</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.invited_user_emails" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.public_user_group">
-<span class="sig-name descname"><span class="pre">public_user_group</span></span><a class="headerlink" href="#abacusai.AppUserGroup.public_user_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">public_user_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.public_user_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.has_external_application_reporting">
-<span class="sig-name descname"><span class="pre">has_external_application_reporting</span></span><a class="headerlink" href="#abacusai.AppUserGroup.has_external_application_reporting" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">has_external_application_reporting</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.has_external_application_reporting" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.is_external_service_group">
-<span class="sig-name descname"><span class="pre">is_external_service_group</span></span><a class="headerlink" href="#abacusai.AppUserGroup.is_external_service_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_external_service_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.is_external_service_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroup.external_service_group_id">
-<span class="sig-name descname"><span class="pre">external_service_group_id</span></span><a class="headerlink" href="#abacusai.AppUserGroup.external_service_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_service_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroup.external_service_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -18745,7 +18864,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.AppUserGroupSignInToken.token">
-<span class="sig-name descname"><span class="pre">token</span></span><a class="headerlink" href="#abacusai.AppUserGroupSignInToken.token" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.AppUserGroupSignInToken.token" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -18794,32 +18913,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApplicationConnector.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><a class="headerlink" href="#abacusai.ApplicationConnector.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnector.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnector.service" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnector.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnector.created_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.ApplicationConnector.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnector.status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">auth</span></span><a class="headerlink" href="#abacusai.ApplicationConnector.auth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auth</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApplicationConnector.auth" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
@@ -18936,122 +19055,122 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.batch_prediction_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPrediction.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.BatchPrediction.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.created_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPrediction.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.BatchPrediction.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPrediction.deployment_id">
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+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.deployment_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPrediction.file_connector_output_location">
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+<span class="sig-name descname"><span class="pre">file_connector_output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.file_connector_output_location" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.database_connector_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">database_output_configuration</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.database_output_configuration" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">file_output_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.file_output_format" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.connector_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">legacy_input_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.legacy_input_location" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">output_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.output_feature_group_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPrediction.feature_group_table_name">
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+<span class="sig-name descname"><span class="pre">feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.feature_group_table_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">output_feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.output_feature_group_table_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">summary_feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.summary_feature_group_table_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">csv_explanations_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.csv_explanations_prefix" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">output_includes_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.output_includes_metadata" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.model_monitor_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPrediction.model_version">
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+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.model_version" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPrediction.bp_across_versions_monitor_id">
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+<span class="sig-name descname"><span class="pre">bp_across_versions_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.bp_across_versions_monitor_id" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.BatchPrediction.algorithm">
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+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.algorithm" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_prediction_args_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPrediction.batch_prediction_args_type" title="Link to this definition"></a></dt>
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@@ -19479,187 +19598,187 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">batch_prediction_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.batch_prediction_version" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.batch_prediction_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">drift_monitor_status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.drift_monitor_status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.deployment_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.model_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.model_version" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.predictions_started_at">
-<span class="sig-name descname"><span class="pre">predictions_started_at</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.predictions_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predictions_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.predictions_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.predictions_completed_at">
-<span class="sig-name descname"><span class="pre">predictions_completed_at</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.predictions_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predictions_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.predictions_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.database_output_error">
-<span class="sig-name descname"><span class="pre">database_output_error</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_error" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.total_predictions">
-<span class="sig-name descname"><span class="pre">total_predictions</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.total_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_predictions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.total_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.failed_predictions">
-<span class="sig-name descname"><span class="pre">failed_predictions</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.failed_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_predictions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.failed_predictions" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_connector_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.database_output_configuration">
-<span class="sig-name descname"><span class="pre">database_output_configuration</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_configuration" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_configuration</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_configuration" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.file_connector_output_location">
-<span class="sig-name descname"><span class="pre">file_connector_output_location</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.file_connector_output_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_connector_output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.file_connector_output_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.file_output_format">
-<span class="sig-name descname"><span class="pre">file_output_format</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.file_output_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_output_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.file_output_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.legacy_input_location">
-<span class="sig-name descname"><span class="pre">legacy_input_location</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.legacy_input_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">legacy_input_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.legacy_input_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.drift_monitor_error">
-<span class="sig-name descname"><span class="pre">drift_monitor_error</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.drift_monitor_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">drift_monitor_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.drift_monitor_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.monitor_warnings">
-<span class="sig-name descname"><span class="pre">monitor_warnings</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.monitor_warnings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.monitor_warnings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.csv_input_prefix">
-<span class="sig-name descname"><span class="pre">csv_input_prefix</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.csv_input_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_input_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.csv_input_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.csv_prediction_prefix">
-<span class="sig-name descname"><span class="pre">csv_prediction_prefix</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.csv_prediction_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_prediction_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.csv_prediction_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.csv_explanations_prefix">
-<span class="sig-name descname"><span class="pre">csv_explanations_prefix</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.csv_explanations_prefix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csv_explanations_prefix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.csv_explanations_prefix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.database_output_total_writes">
-<span class="sig-name descname"><span class="pre">database_output_total_writes</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_total_writes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_total_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_total_writes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.database_output_failed_writes">
-<span class="sig-name descname"><span class="pre">database_output_failed_writes</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_failed_writes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_failed_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.database_output_failed_writes" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">output_includes_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.output_includes_metadata" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.result_input_columns">
-<span class="sig-name descname"><span class="pre">result_input_columns</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.result_input_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">result_input_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.result_input_columns" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.algo_name">
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+<span class="sig-name descname"><span class="pre">algo_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.algo_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersion.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.algorithm" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.output_feature_group_id">
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+<span class="sig-name descname"><span class="pre">output_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.output_feature_group_id" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.output_feature_group_version">
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+<span class="sig-name descname"><span class="pre">output_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.output_feature_group_version" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">output_feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.output_feature_group_table_name" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.batch_prediction_warnings">
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+<span class="sig-name descname"><span class="pre">batch_prediction_warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.batch_prediction_warnings" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersion.bp_across_versions_monitor_version">
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+<span class="sig-name descname"><span class="pre">bp_across_versions_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.bp_across_versions_monitor_version" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_prediction_args_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersion.batch_prediction_args_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersionLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersionLogs.logs" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.BatchPredictionVersionLogs.warnings">
-<span class="sig-name descname"><span class="pre">warnings</span></span><a class="headerlink" href="#abacusai.BatchPredictionVersionLogs.warnings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BatchPredictionVersionLogs.warnings" title="Link to this definition"></a></dt>
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@@ -19910,7 +20029,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.BotInfo.external_application_id" title="Link to this definition"></a></dt>
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@@ -19956,17 +20075,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.CategoricalRangeViolation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.CategoricalRangeViolation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CategoricalRangeViolation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CategoricalRangeViolation.most_common_values">
-<span class="sig-name descname"><span class="pre">most_common_values</span></span><a class="headerlink" href="#abacusai.CategoricalRangeViolation.most_common_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">most_common_values</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CategoricalRangeViolation.most_common_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CategoricalRangeViolation.freq_outside_training_range">
-<span class="sig-name descname"><span class="pre">freq_outside_training_range</span></span><a class="headerlink" href="#abacusai.CategoricalRangeViolation.freq_outside_training_range" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">freq_outside_training_range</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CategoricalRangeViolation.freq_outside_training_range" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -20018,47 +20137,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.role">
-<span class="sig-name descname"><span class="pre">role</span></span><a class="headerlink" href="#abacusai.ChatMessage.role" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">role</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.role" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.text">
-<span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#abacusai.ChatMessage.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.timestamp">
-<span class="sig-name descname"><span class="pre">timestamp</span></span><a class="headerlink" href="#abacusai.ChatMessage.timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.is_useful">
-<span class="sig-name descname"><span class="pre">is_useful</span></span><a class="headerlink" href="#abacusai.ChatMessage.is_useful" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_useful</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.is_useful" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.feedback">
-<span class="sig-name descname"><span class="pre">feedback</span></span><a class="headerlink" href="#abacusai.ChatMessage.feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feedback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.doc_ids">
-<span class="sig-name descname"><span class="pre">doc_ids</span></span><a class="headerlink" href="#abacusai.ChatMessage.doc_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.doc_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.hotkey_title">
-<span class="sig-name descname"><span class="pre">hotkey_title</span></span><a class="headerlink" href="#abacusai.ChatMessage.hotkey_title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hotkey_title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.hotkey_title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.tasks">
-<span class="sig-name descname"><span class="pre">tasks</span></span><a class="headerlink" href="#abacusai.ChatMessage.tasks" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tasks</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.tasks" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatMessage.keyword_arguments">
-<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><a class="headerlink" href="#abacusai.ChatMessage.keyword_arguments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatMessage.keyword_arguments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -20112,47 +20231,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.answer">
-<span class="sig-name descname"><span class="pre">answer</span></span><a class="headerlink" href="#abacusai.ChatSession.answer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">answer</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.answer" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.chat_session_id">
-<span class="sig-name descname"><span class="pre">chat_session_id</span></span><a class="headerlink" href="#abacusai.ChatSession.chat_session_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chat_session_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.chat_session_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.ChatSession.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.ChatSession.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.ChatSession.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.ChatSession.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.ai_building_in_progress">
-<span class="sig-name descname"><span class="pre">ai_building_in_progress</span></span><a class="headerlink" href="#abacusai.ChatSession.ai_building_in_progress" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ai_building_in_progress</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.ai_building_in_progress" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.notification">
-<span class="sig-name descname"><span class="pre">notification</span></span><a class="headerlink" href="#abacusai.ChatSession.notification" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notification</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.notification" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatSession.whiteboard">
-<span class="sig-name descname"><span class="pre">whiteboard</span></span><a class="headerlink" href="#abacusai.ChatSession.whiteboard" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">whiteboard</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatSession.whiteboard" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -20241,6 +20360,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.ChatllmComputer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">ChatllmComputer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">computerId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vncEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ChatllmComputer" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
+<p>ChatLLMComputer</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.ApiClient" title="abacusai.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
+<li><p><strong>computerId</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – The computer id.</p></li>
+<li><p><strong>token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The token.</p></li>
+<li><p><strong>vncEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The VNC endpoint.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ChatllmComputer.computer_id">
+<span class="sig-name descname"><span class="pre">computer_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatllmComputer.computer_id" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ChatllmComputer.token">
+<span class="sig-name descname"><span class="pre">token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatllmComputer.token" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ChatllmComputer.vnc_endpoint">
+<span class="sig-name descname"><span class="pre">vnc_endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatllmComputer.vnc_endpoint" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ChatllmComputer.deprecated_keys">
+<span class="sig-name descname"><span class="pre">deprecated_keys</span></span><a class="headerlink" href="#abacusai.ChatllmComputer.deprecated_keys" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.ChatllmComputer.__repr__">
+<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ChatllmComputer.__repr__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.ChatllmComputer.to_dict">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ChatllmComputer.to_dict" title="Link to this definition"></a></dt>
+<dd><p>Get a dict representation of the parameters in this class</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The dict value representation of the class parameters</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)">dict</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.ChatllmReferralInvite">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">ChatllmReferralInvite</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userAlreadyExists</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">successfulInvites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ChatllmReferralInvite" title="Link to this definition"></a></dt>
@@ -20257,12 +20432,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatllmReferralInvite.user_already_exists">
-<span class="sig-name descname"><span class="pre">user_already_exists</span></span><a class="headerlink" href="#abacusai.ChatllmReferralInvite.user_already_exists" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_already_exists</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatllmReferralInvite.user_already_exists" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ChatllmReferralInvite.successful_invites">
-<span class="sig-name descname"><span class="pre">successful_invites</span></span><a class="headerlink" href="#abacusai.ChatllmReferralInvite.successful_invites" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">successful_invites</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ChatllmReferralInvite.successful_invites" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -20311,11 +20486,6 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd><p>Get a dict representation of the response object</p>
 </dd></dl>
 
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.AgentResponse.__getattr__">
-<span class="sig-name descname"><span class="pre">__getattr__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.AgentResponse.__getattr__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
 </dd></dl>
 
 <dl class="py class">
@@ -26590,14 +26760,13 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.ApiClient.start_autonomous_agent">
-<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ApiClient.start_autonomous_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ApiClient.start_autonomous_agent" title="Link to this definition"></a></dt>
 <dd><p>Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The deployment token used to authenticate access to created deployments. This token is only authorized to predict on deployments in this project, making it safe to embed this model in an application or website.</p></li>
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment created under the project.</p></li>
-<li><p><strong>deployment_conversation_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment conversation used for the conversation.</p></li>
 <li><p><strong>arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><em>list</em></a>) – Positional arguments to the agent execute function.</p></li>
 <li><p><strong>keyword_arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>) – A dictionary where each ‘key’ represents the parameter name and its corresponding ‘value’ represents the value of that parameter for the agent execute function.</p></li>
 <li><p><strong>save_conversations</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – If true then a new conversation will be created for every run of the workflow associated with the agent.</p></li>
@@ -28678,12 +28847,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiException.exception">
-<span class="sig-name descname"><span class="pre">exception</span></span><a class="headerlink" href="#abacusai.ApiException.exception" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">exception</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ApiException'</span></em><a class="headerlink" href="#abacusai.ApiException.exception" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ApiException.request_id">
-<span class="sig-name descname"><span class="pre">request_id</span></span><a class="headerlink" href="#abacusai.ApiException.request_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">request_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ApiException.request_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -28708,12 +28877,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ClientOptions.exception_on_404">
-<span class="sig-name descname"><span class="pre">exception_on_404</span></span><a class="headerlink" href="#abacusai.ClientOptions.exception_on_404" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">exception_on_404</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.ClientOptions.exception_on_404" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ClientOptions.server">
-<span class="sig-name descname"><span class="pre">server</span></span><a class="headerlink" href="#abacusai.ClientOptions.server" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">server</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.abacus.ai'</span></em><a class="headerlink" href="#abacusai.ClientOptions.server" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -32012,7 +32181,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeAutocompleteResponse.autocomplete_response">
-<span class="sig-name descname"><span class="pre">autocomplete_response</span></span><a class="headerlink" href="#abacusai.CodeAutocompleteResponse.autocomplete_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">autocomplete_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeAutocompleteResponse.autocomplete_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32056,7 +32225,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
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 <dt class="sig sig-object py" id="abacusai.CodeEditResponse.code_changes">
-<span class="sig-name descname"><span class="pre">code_changes</span></span><a class="headerlink" href="#abacusai.CodeEditResponse.code_changes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">code_changes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeEditResponse.code_changes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32108,47 +32277,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
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 <dt class="sig sig-object py" id="abacusai.CodeSource.source_type">
-<span class="sig-name descname"><span class="pre">source_type</span></span><a class="headerlink" href="#abacusai.CodeSource.source_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.source_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.CodeSource.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><a class="headerlink" href="#abacusai.CodeSource.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.application_connector_info">
-<span class="sig-name descname"><span class="pre">application_connector_info</span></span><a class="headerlink" href="#abacusai.CodeSource.application_connector_info" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.application_connector_info" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.package_requirements">
-<span class="sig-name descname"><span class="pre">package_requirements</span></span><a class="headerlink" href="#abacusai.CodeSource.package_requirements" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">package_requirements</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.package_requirements" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.CodeSource.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.CodeSource.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.publishing_msg">
-<span class="sig-name descname"><span class="pre">publishing_msg</span></span><a class="headerlink" href="#abacusai.CodeSource.publishing_msg" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">publishing_msg</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.publishing_msg" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CodeSource.module_dependencies">
-<span class="sig-name descname"><span class="pre">module_dependencies</span></span><a class="headerlink" href="#abacusai.CodeSource.module_dependencies" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">module_dependencies</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CodeSource.module_dependencies" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32203,32 +32372,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.ComputePointInfo.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.ComputePointInfo.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ComputePointInfo.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ComputePointInfo.last_24_hours_usage">
-<span class="sig-name descname"><span class="pre">last_24_hours_usage</span></span><a class="headerlink" href="#abacusai.ComputePointInfo.last_24_hours_usage" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">last_24_hours_usage</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ComputePointInfo.last_24_hours_usage" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.ComputePointInfo.last_7_days_usage">
-<span class="sig-name descname"><span class="pre">last_7_days_usage</span></span><a class="headerlink" href="#abacusai.ComputePointInfo.last_7_days_usage" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">last_7_days_usage</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ComputePointInfo.last_7_days_usage" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ComputePointInfo.curr_month_avail_points">
-<span class="sig-name descname"><span class="pre">curr_month_avail_points</span></span><a class="headerlink" href="#abacusai.ComputePointInfo.curr_month_avail_points" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">curr_month_avail_points</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ComputePointInfo.curr_month_avail_points" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ComputePointInfo.curr_month_usage">
-<span class="sig-name descname"><span class="pre">curr_month_usage</span></span><a class="headerlink" href="#abacusai.ComputePointInfo.curr_month_usage" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">curr_month_usage</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ComputePointInfo.curr_month_usage" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ComputePointInfo.last_throttle_pop_up">
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+<span class="sig-name descname"><span class="pre">last_throttle_pop_up</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ComputePointInfo.last_throttle_pop_up" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32275,22 +32444,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">concatenated_table</span></span><a class="headerlink" href="#abacusai.ConcatenationConfig.concatenated_table" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">concatenated_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConcatenationConfig.concatenated_table" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConcatenationConfig.merge_type">
-<span class="sig-name descname"><span class="pre">merge_type</span></span><a class="headerlink" href="#abacusai.ConcatenationConfig.merge_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConcatenationConfig.merge_type" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.ConcatenationConfig.replace_until_timestamp">
-<span class="sig-name descname"><span class="pre">replace_until_timestamp</span></span><a class="headerlink" href="#abacusai.ConcatenationConfig.replace_until_timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">replace_until_timestamp</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConcatenationConfig.replace_until_timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ConcatenationConfig.skip_materialize">
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+<span class="sig-name descname"><span class="pre">skip_materialize</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ConcatenationConfig.skip_materialize" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32335,12 +32504,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.CpuGpuMemorySpecs.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.CpuGpuMemorySpecs.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CpuGpuMemorySpecs.default" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CpuGpuMemorySpecs.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32389,32 +32558,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.CustomChatInstructions.user_information_instructions">
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+<span class="sig-name descname"><span class="pre">user_information_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomChatInstructions.user_information_instructions" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.CustomChatInstructions.response_instructions">
-<span class="sig-name descname"><span class="pre">response_instructions</span></span><a class="headerlink" href="#abacusai.CustomChatInstructions.response_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomChatInstructions.response_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomChatInstructions.enable_code_execution">
-<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_code_execution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_code_execution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_code_execution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomChatInstructions.enable_image_generation">
-<span class="sig-name descname"><span class="pre">enable_image_generation</span></span><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_image_generation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_image_generation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_image_generation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomChatInstructions.enable_web_search">
-<span class="sig-name descname"><span class="pre">enable_web_search</span></span><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_web_search" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_web_search</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_web_search" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomChatInstructions.enable_playground">
-<span class="sig-name descname"><span class="pre">enable_playground</span></span><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_playground" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enable_playground</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomChatInstructions.enable_playground" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32463,27 +32632,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomLossFunction.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.CustomLossFunction.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomLossFunction.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomLossFunction.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.CustomLossFunction.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomLossFunction.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomLossFunction.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.CustomLossFunction.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomLossFunction.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomLossFunction.loss_function_name">
-<span class="sig-name descname"><span class="pre">loss_function_name</span></span><a class="headerlink" href="#abacusai.CustomLossFunction.loss_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">loss_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomLossFunction.loss_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomLossFunction.loss_function_type">
-<span class="sig-name descname"><span class="pre">loss_function_type</span></span><a class="headerlink" href="#abacusai.CustomLossFunction.loss_function_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">loss_function_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomLossFunction.loss_function_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32537,27 +32706,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetric.custom_metric_id">
-<span class="sig-name descname"><span class="pre">custom_metric_id</span></span><a class="headerlink" href="#abacusai.CustomMetric.custom_metric_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metric_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetric.custom_metric_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetric.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.CustomMetric.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetric.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetric.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.CustomMetric.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetric.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetric.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.CustomMetric.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetric.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetric.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.CustomMetric.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetric.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32610,22 +32779,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetricVersion.custom_metric_version">
-<span class="sig-name descname"><span class="pre">custom_metric_version</span></span><a class="headerlink" href="#abacusai.CustomMetricVersion.custom_metric_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metric_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetricVersion.custom_metric_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetricVersion.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.CustomMetricVersion.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetricVersion.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetricVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.CustomMetricVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetricVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomMetricVersion.custom_metric_function_name">
-<span class="sig-name descname"><span class="pre">custom_metric_function_name</span></span><a class="headerlink" href="#abacusai.CustomMetricVersion.custom_metric_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_metric_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomMetricVersion.custom_metric_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32708,22 +32877,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainFunctionInfo.training_data_parameter_name_mapping">
-<span class="sig-name descname"><span class="pre">training_data_parameter_name_mapping</span></span><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.training_data_parameter_name_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_data_parameter_name_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.training_data_parameter_name_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainFunctionInfo.schema_mappings">
-<span class="sig-name descname"><span class="pre">schema_mappings</span></span><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.schema_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.schema_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainFunctionInfo.train_data_parameter_to_feature_group_ids">
-<span class="sig-name descname"><span class="pre">train_data_parameter_to_feature_group_ids</span></span><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.train_data_parameter_to_feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_data_parameter_to_feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.train_data_parameter_to_feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.CustomTrainFunctionInfo.training_config">
-<span class="sig-name descname"><span class="pre">training_config</span></span><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.training_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.CustomTrainFunctionInfo.training_config" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
@@ -32769,12 +32938,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.DataConsistencyDuplication.total_count">
-<span class="sig-name descname"><span class="pre">total_count</span></span><a class="headerlink" href="#abacusai.DataConsistencyDuplication.total_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataConsistencyDuplication.total_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataConsistencyDuplication.num_duplicates">
-<span class="sig-name descname"><span class="pre">num_duplicates</span></span><a class="headerlink" href="#abacusai.DataConsistencyDuplication.num_duplicates" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_duplicates</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataConsistencyDuplication.num_duplicates" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32827,27 +32996,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataMetrics.metrics">
-<span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#abacusai.DataMetrics.metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataMetrics.metrics" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataMetrics.schema">
-<span class="sig-name descname"><span class="pre">schema</span></span><a class="headerlink" href="#abacusai.DataMetrics.schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataMetrics.schema" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataMetrics.num_rows">
-<span class="sig-name descname"><span class="pre">num_rows</span></span><a class="headerlink" href="#abacusai.DataMetrics.num_rows" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_rows</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataMetrics.num_rows" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataMetrics.num_cols">
-<span class="sig-name descname"><span class="pre">num_cols</span></span><a class="headerlink" href="#abacusai.DataMetrics.num_cols" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_cols</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataMetrics.num_cols" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataMetrics.num_duplicate_rows">
-<span class="sig-name descname"><span class="pre">num_duplicate_rows</span></span><a class="headerlink" href="#abacusai.DataMetrics.num_duplicate_rows" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">num_duplicate_rows</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataMetrics.num_duplicate_rows" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32891,7 +33060,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataPrepLogs.logs">
-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.DataPrepLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataPrepLogs.logs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32935,7 +33104,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataQualityResults.results">
-<span class="sig-name descname"><span class="pre">results</span></span><a class="headerlink" href="#abacusai.DataQualityResults.results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">results</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataQualityResults.results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -32980,12 +33149,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataUploadResult.doc_infos">
-<span class="sig-name descname"><span class="pre">doc_infos</span></span><a class="headerlink" href="#abacusai.DataUploadResult.doc_infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataUploadResult.doc_infos" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DataUploadResult.max_count">
-<span class="sig-name descname"><span class="pre">max_count</span></span><a class="headerlink" href="#abacusai.DataUploadResult.max_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DataUploadResult.max_count" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
@@ -33030,12 +33199,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseColumnFeatureMapping.database_column">
-<span class="sig-name descname"><span class="pre">database_column</span></span><a class="headerlink" href="#abacusai.DatabaseColumnFeatureMapping.database_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseColumnFeatureMapping.database_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseColumnFeatureMapping.feature">
-<span class="sig-name descname"><span class="pre">feature</span></span><a class="headerlink" href="#abacusai.DatabaseColumnFeatureMapping.feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseColumnFeatureMapping.feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -33084,32 +33253,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnector.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.DatabaseConnector.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnector.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnector.service">
-<span class="sig-name descname"><span class="pre">service</span></span><a class="headerlink" href="#abacusai.DatabaseConnector.service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnector.service" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnector.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.DatabaseConnector.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnector.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnector.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.DatabaseConnector.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnector.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnector.auth">
-<span class="sig-name descname"><span class="pre">auth</span></span><a class="headerlink" href="#abacusai.DatabaseConnector.auth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auth</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnector.auth" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnector.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.DatabaseConnector.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnector.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -33229,12 +33398,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorColumn.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.DatabaseConnectorColumn.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorColumn.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorColumn.external_data_type">
-<span class="sig-name descname"><span class="pre">external_data_type</span></span><a class="headerlink" href="#abacusai.DatabaseConnectorColumn.external_data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorColumn.external_data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -33279,7 +33448,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatabaseConnectorSchema.table_name">
-<span class="sig-name descname"><span class="pre">table_name</span></span><a class="headerlink" href="#abacusai.DatabaseConnectorSchema.table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatabaseConnectorSchema.table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -33352,97 +33521,97 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.Dataset.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.source_type">
-<span class="sig-name descname"><span class="pre">source_type</span></span><a class="headerlink" href="#abacusai.Dataset.source_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.source_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.data_source">
-<span class="sig-name descname"><span class="pre">data_source</span></span><a class="headerlink" href="#abacusai.Dataset.data_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_source</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.data_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Dataset.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.ignore_before">
-<span class="sig-name descname"><span class="pre">ignore_before</span></span><a class="headerlink" href="#abacusai.Dataset.ignore_before" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ignore_before</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.ignore_before" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.ephemeral">
-<span class="sig-name descname"><span class="pre">ephemeral</span></span><a class="headerlink" href="#abacusai.Dataset.ephemeral" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ephemeral</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.ephemeral" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.lookback_days">
-<span class="sig-name descname"><span class="pre">lookback_days</span></span><a class="headerlink" href="#abacusai.Dataset.lookback_days" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_days</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.lookback_days" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.Dataset.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.database_connector_config">
-<span class="sig-name descname"><span class="pre">database_connector_config</span></span><a class="headerlink" href="#abacusai.Dataset.database_connector_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.database_connector_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.Dataset.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.feature_group_table_name">
-<span class="sig-name descname"><span class="pre">feature_group_table_name</span></span><a class="headerlink" href="#abacusai.Dataset.feature_group_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.feature_group_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.application_connector_id">
-<span class="sig-name descname"><span class="pre">application_connector_id</span></span><a class="headerlink" href="#abacusai.Dataset.application_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.application_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.application_connector_config">
-<span class="sig-name descname"><span class="pre">application_connector_config</span></span><a class="headerlink" href="#abacusai.Dataset.application_connector_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.application_connector_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.incremental">
-<span class="sig-name descname"><span class="pre">incremental</span></span><a class="headerlink" href="#abacusai.Dataset.incremental" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.incremental" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.is_documentset">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><a class="headerlink" href="#abacusai.Dataset.is_documentset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.is_documentset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><a class="headerlink" href="#abacusai.Dataset.extract_bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.extract_bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><a class="headerlink" href="#abacusai.Dataset.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.reference_only_documentset">
-<span class="sig-name descname"><span class="pre">reference_only_documentset</span></span><a class="headerlink" href="#abacusai.Dataset.reference_only_documentset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">reference_only_documentset</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.reference_only_documentset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Dataset.version_limit">
-<span class="sig-name descname"><span class="pre">version_limit</span></span><a class="headerlink" href="#abacusai.Dataset.version_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">version_limit</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Dataset.version_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -33867,47 +34036,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.DatasetColumn.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.DatasetColumn.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.detected_data_type">
-<span class="sig-name descname"><span class="pre">detected_data_type</span></span><a class="headerlink" href="#abacusai.DatasetColumn.detected_data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.detected_data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.DatasetColumn.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.DatasetColumn.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.detected_feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.original_name">
-<span class="sig-name descname"><span class="pre">original_name</span></span><a class="headerlink" href="#abacusai.DatasetColumn.original_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">original_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.original_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.valid_data_types">
-<span class="sig-name descname"><span class="pre">valid_data_types</span></span><a class="headerlink" href="#abacusai.DatasetColumn.valid_data_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">valid_data_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.valid_data_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.time_format">
-<span class="sig-name descname"><span class="pre">time_format</span></span><a class="headerlink" href="#abacusai.DatasetColumn.time_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">time_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.time_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetColumn.timestamp_frequency">
-<span class="sig-name descname"><span class="pre">timestamp_frequency</span></span><a class="headerlink" href="#abacusai.DatasetColumn.timestamp_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetColumn.timestamp_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -33964,72 +34133,72 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.DatasetVersion.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.DatasetVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.DatasetVersion.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.size">
-<span class="sig-name descname"><span class="pre">size</span></span><a class="headerlink" href="#abacusai.DatasetVersion.size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.row_count">
-<span class="sig-name descname"><span class="pre">row_count</span></span><a class="headerlink" href="#abacusai.DatasetVersion.row_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">row_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.row_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.file_inspect_metadata">
-<span class="sig-name descname"><span class="pre">file_inspect_metadata</span></span><a class="headerlink" href="#abacusai.DatasetVersion.file_inspect_metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_inspect_metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.file_inspect_metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.DatasetVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.DatasetVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.incremental_queried_at">
-<span class="sig-name descname"><span class="pre">incremental_queried_at</span></span><a class="headerlink" href="#abacusai.DatasetVersion.incremental_queried_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental_queried_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.incremental_queried_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.upload_id">
-<span class="sig-name descname"><span class="pre">upload_id</span></span><a class="headerlink" href="#abacusai.DatasetVersion.upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.merge_file_schemas">
-<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><a class="headerlink" href="#abacusai.DatasetVersion.merge_file_schemas" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_file_schemas</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.merge_file_schemas" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.database_connector_config">
-<span class="sig-name descname"><span class="pre">database_connector_config</span></span><a class="headerlink" href="#abacusai.DatasetVersion.database_connector_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.database_connector_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.application_connector_config">
-<span class="sig-name descname"><span class="pre">application_connector_config</span></span><a class="headerlink" href="#abacusai.DatasetVersion.application_connector_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">application_connector_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.application_connector_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersion.invalid_records">
-<span class="sig-name descname"><span class="pre">invalid_records</span></span><a class="headerlink" href="#abacusai.DatasetVersion.invalid_records" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">invalid_records</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersion.invalid_records" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -34189,7 +34358,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetVersionLogs.logs">
-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.DatasetVersionLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetVersionLogs.logs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -34262,137 +34431,137 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.Deployment.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Deployment.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.Deployment.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.Deployment.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.deployed_at">
-<span class="sig-name descname"><span class="pre">deployed_at</span></span><a class="headerlink" href="#abacusai.Deployment.deployed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.deployed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Deployment.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.Deployment.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.Deployment.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.Deployment.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.Deployment.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.Deployment.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.calls_per_second">
-<span class="sig-name descname"><span class="pre">calls_per_second</span></span><a class="headerlink" href="#abacusai.Deployment.calls_per_second" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">calls_per_second</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.calls_per_second" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.auto_deploy">
-<span class="sig-name descname"><span class="pre">auto_deploy</span></span><a class="headerlink" href="#abacusai.Deployment.auto_deploy" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auto_deploy</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.auto_deploy" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.skip_metrics_check">
-<span class="sig-name descname"><span class="pre">skip_metrics_check</span></span><a class="headerlink" href="#abacusai.Deployment.skip_metrics_check" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">skip_metrics_check</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.skip_metrics_check" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.algo_name">
-<span class="sig-name descname"><span class="pre">algo_name</span></span><a class="headerlink" href="#abacusai.Deployment.algo_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algo_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.algo_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.regions">
-<span class="sig-name descname"><span class="pre">regions</span></span><a class="headerlink" href="#abacusai.Deployment.regions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">regions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.regions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.Deployment.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.batch_streaming_updates">
-<span class="sig-name descname"><span class="pre">batch_streaming_updates</span></span><a class="headerlink" href="#abacusai.Deployment.batch_streaming_updates" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_streaming_updates</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.batch_streaming_updates" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.Deployment.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.pending_model_version">
-<span class="sig-name descname"><span class="pre">pending_model_version</span></span><a class="headerlink" href="#abacusai.Deployment.pending_model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.pending_model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.model_deployment_config">
-<span class="sig-name descname"><span class="pre">model_deployment_config</span></span><a class="headerlink" href="#abacusai.Deployment.model_deployment_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_deployment_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.model_deployment_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.prediction_operator_id">
-<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><a class="headerlink" href="#abacusai.Deployment.prediction_operator_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.prediction_operator_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.prediction_operator_version">
-<span class="sig-name descname"><span class="pre">prediction_operator_version</span></span><a class="headerlink" href="#abacusai.Deployment.prediction_operator_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.prediction_operator_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.pending_prediction_operator_version">
-<span class="sig-name descname"><span class="pre">pending_prediction_operator_version</span></span><a class="headerlink" href="#abacusai.Deployment.pending_prediction_operator_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_prediction_operator_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.pending_prediction_operator_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.online_feature_group_id">
-<span class="sig-name descname"><span class="pre">online_feature_group_id</span></span><a class="headerlink" href="#abacusai.Deployment.online_feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">online_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.online_feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.output_online_feature_group_id">
-<span class="sig-name descname"><span class="pre">output_online_feature_group_id</span></span><a class="headerlink" href="#abacusai.Deployment.output_online_feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_online_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.output_online_feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Deployment.realtime_monitor_id">
-<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><a class="headerlink" href="#abacusai.Deployment.realtime_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Deployment.realtime_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -35110,17 +35279,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentAuthToken.deployment_token">
-<span class="sig-name descname"><span class="pre">deployment_token</span></span><a class="headerlink" href="#abacusai.DeploymentAuthToken.deployment_token" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentAuthToken.deployment_token" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentAuthToken.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.DeploymentAuthToken.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentAuthToken.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentAuthToken.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.DeploymentAuthToken.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentAuthToken.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -35180,82 +35349,82 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.deployment_conversation_id">
-<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.deployment_conversation_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.deployment_conversation_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.last_event_created_at">
-<span class="sig-name descname"><span class="pre">last_event_created_at</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.last_event_created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">last_event_created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.last_event_created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.external_session_id">
-<span class="sig-name descname"><span class="pre">external_session_id</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.external_session_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_session_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.external_session_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.regenerate_attempt">
-<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.regenerate_attempt" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.regenerate_attempt" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.external_application_id">
-<span class="sig-name descname"><span class="pre">external_application_id</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.external_application_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.external_application_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.unused_document_upload_ids">
-<span class="sig-name descname"><span class="pre">unused_document_upload_ids</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.unused_document_upload_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">unused_document_upload_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.unused_document_upload_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.humanize_instructions">
-<span class="sig-name descname"><span class="pre">humanize_instructions</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.humanize_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">humanize_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.humanize_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.conversation_warning">
-<span class="sig-name descname"><span class="pre">conversation_warning</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.conversation_warning" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">conversation_warning</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.conversation_warning" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.conversation_type">
-<span class="sig-name descname"><span class="pre">conversation_type</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.conversation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">conversation_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.conversation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.metadata">
-<span class="sig-name descname"><span class="pre">metadata</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.llm_display_name">
-<span class="sig-name descname"><span class="pre">llm_display_name</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.llm_display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.llm_display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.llm_bot_icon">
-<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.llm_bot_icon" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.llm_bot_icon" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversation.search_suggestions">
-<span class="sig-name descname"><span class="pre">search_suggestions</span></span><a class="headerlink" href="#abacusai.DeploymentConversation.search_suggestions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_suggestions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversation.search_suggestions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -35448,142 +35617,142 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.role">
-<span class="sig-name descname"><span class="pre">role</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.role" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">role</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.role" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.text">
-<span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.timestamp">
-<span class="sig-name descname"><span class="pre">timestamp</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.timestamp" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.timestamp" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.message_index">
-<span class="sig-name descname"><span class="pre">message_index</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.message_index" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">message_index</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.message_index" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.regenerate_attempt">
-<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.regenerate_attempt" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">regenerate_attempt</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.regenerate_attempt" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.search_results">
-<span class="sig-name descname"><span class="pre">search_results</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.search_results" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">search_results</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.search_results" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.is_useful">
-<span class="sig-name descname"><span class="pre">is_useful</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.is_useful" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_useful</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.is_useful" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.feedback">
-<span class="sig-name descname"><span class="pre">feedback</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feedback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.feedback_type">
-<span class="sig-name descname"><span class="pre">feedback_type</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.feedback_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feedback_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.feedback_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.doc_infos">
-<span class="sig-name descname"><span class="pre">doc_infos</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.doc_infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.doc_infos" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.keyword_arguments">
-<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.keyword_arguments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">keyword_arguments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.keyword_arguments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.input_params">
-<span class="sig-name descname"><span class="pre">input_params</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.input_params" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_params</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.input_params" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.attachments">
-<span class="sig-name descname"><span class="pre">attachments</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.attachments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">attachments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.attachments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.response_version">
-<span class="sig-name descname"><span class="pre">response_version</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.response_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.response_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.agent_workflow_node_id">
-<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.agent_workflow_node_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_workflow_node_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.agent_workflow_node_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.next_agent_workflow_node_id">
-<span class="sig-name descname"><span class="pre">next_agent_workflow_node_id</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.next_agent_workflow_node_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_agent_workflow_node_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.next_agent_workflow_node_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.chat_type">
-<span class="sig-name descname"><span class="pre">chat_type</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.chat_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chat_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.chat_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.agent_response">
-<span class="sig-name descname"><span class="pre">agent_response</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.agent_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">agent_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.agent_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.segments">
-<span class="sig-name descname"><span class="pre">segments</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.segments" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">segments</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.segments" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.streamed_data">
-<span class="sig-name descname"><span class="pre">streamed_data</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.streamed_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.streamed_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.streamed_section_data">
-<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.streamed_section_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streamed_section_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.streamed_section_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.highlights">
-<span class="sig-name descname"><span class="pre">highlights</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.highlights" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">highlights</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.highlights" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.llm_display_name">
-<span class="sig-name descname"><span class="pre">llm_display_name</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.llm_display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.llm_display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.llm_bot_icon">
-<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.llm_bot_icon" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_bot_icon</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.llm_bot_icon" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.form_response">
-<span class="sig-name descname"><span class="pre">form_response</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.form_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">form_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.form_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationEvent.routed_llm">
-<span class="sig-name descname"><span class="pre">routed_llm</span></span><a class="headerlink" href="#abacusai.DeploymentConversationEvent.routed_llm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">routed_llm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationEvent.routed_llm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -35628,12 +35797,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationExport.deployment_conversation_id">
-<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><a class="headerlink" href="#abacusai.DeploymentConversationExport.deployment_conversation_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationExport.deployment_conversation_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentConversationExport.conversation_export_html">
-<span class="sig-name descname"><span class="pre">conversation_export_html</span></span><a class="headerlink" href="#abacusai.DeploymentConversationExport.conversation_export_html" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">conversation_export_html</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentConversationExport.conversation_export_html" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -35680,22 +35849,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentStatistics.request_series">
-<span class="sig-name descname"><span class="pre">request_series</span></span><a class="headerlink" href="#abacusai.DeploymentStatistics.request_series" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">request_series</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentStatistics.request_series" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentStatistics.latency_series">
-<span class="sig-name descname"><span class="pre">latency_series</span></span><a class="headerlink" href="#abacusai.DeploymentStatistics.latency_series" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latency_series</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentStatistics.latency_series" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentStatistics.date_labels">
-<span class="sig-name descname"><span class="pre">date_labels</span></span><a class="headerlink" href="#abacusai.DeploymentStatistics.date_labels" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">date_labels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentStatistics.date_labels" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DeploymentStatistics.http_status_series">
-<span class="sig-name descname"><span class="pre">http_status_series</span></span><a class="headerlink" href="#abacusai.DeploymentStatistics.http_status_series" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">http_status_series</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DeploymentStatistics.http_status_series" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -35750,62 +35919,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.DocumentData.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><a class="headerlink" href="#abacusai.DocumentData.mime_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.mime_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.page_count">
-<span class="sig-name descname"><span class="pre">page_count</span></span><a class="headerlink" href="#abacusai.DocumentData.page_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.page_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.total_page_count">
-<span class="sig-name descname"><span class="pre">total_page_count</span></span><a class="headerlink" href="#abacusai.DocumentData.total_page_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.total_page_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.extracted_text">
-<span class="sig-name descname"><span class="pre">extracted_text</span></span><a class="headerlink" href="#abacusai.DocumentData.extracted_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extracted_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.extracted_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.embedded_text">
-<span class="sig-name descname"><span class="pre">embedded_text</span></span><a class="headerlink" href="#abacusai.DocumentData.embedded_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embedded_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.embedded_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.pages">
-<span class="sig-name descname"><span class="pre">pages</span></span><a class="headerlink" href="#abacusai.DocumentData.pages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pages</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.pages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.tokens">
-<span class="sig-name descname"><span class="pre">tokens</span></span><a class="headerlink" href="#abacusai.DocumentData.tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.metadata">
-<span class="sig-name descname"><span class="pre">metadata</span></span><a class="headerlink" href="#abacusai.DocumentData.metadata" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metadata</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.metadata" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.page_markdown">
-<span class="sig-name descname"><span class="pre">page_markdown</span></span><a class="headerlink" href="#abacusai.DocumentData.page_markdown" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_markdown</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.page_markdown" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.extracted_page_text">
-<span class="sig-name descname"><span class="pre">extracted_page_text</span></span><a class="headerlink" href="#abacusai.DocumentData.extracted_page_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extracted_page_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.extracted_page_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentData.augmented_page_text">
-<span class="sig-name descname"><span class="pre">augmented_page_text</span></span><a class="headerlink" href="#abacusai.DocumentData.augmented_page_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">augmented_page_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentData.augmented_page_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -35856,32 +36025,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetriever.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.DocumentRetriever.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetriever.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetriever.document_retriever_id">
-<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><a class="headerlink" href="#abacusai.DocumentRetriever.document_retriever_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetriever.document_retriever_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetriever.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.DocumentRetriever.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetriever.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetriever.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.DocumentRetriever.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetriever.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetriever.feature_group_name">
-<span class="sig-name descname"><span class="pre">feature_group_name</span></span><a class="headerlink" href="#abacusai.DocumentRetriever.feature_group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetriever.feature_group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetriever.indexing_required">
-<span class="sig-name descname"><span class="pre">indexing_required</span></span><a class="headerlink" href="#abacusai.DocumentRetriever.indexing_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">indexing_required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetriever.indexing_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36147,42 +36316,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.chunk_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.chunk_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.text_encoder" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.text_encoder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.score_multiplier_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.score_multiplier_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.prune_vectors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.prune_vectors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.index_metadata_columns">
-<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.index_metadata_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">index_metadata_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.index_metadata_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.use_document_summary">
-<span class="sig-name descname"><span class="pre">use_document_summary</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.use_document_summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_document_summary</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.use_document_summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverConfig.summary_instructions">
-<span class="sig-name descname"><span class="pre">summary_instructions</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.summary_instructions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summary_instructions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverConfig.summary_instructions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36232,37 +36401,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverLookupResult.document">
-<span class="sig-name descname"><span class="pre">document</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.document" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.document" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverLookupResult.score">
-<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.score" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverLookupResult.properties">
-<span class="sig-name descname"><span class="pre">properties</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.properties" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">properties</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.properties" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverLookupResult.pages">
-<span class="sig-name descname"><span class="pre">pages</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.pages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pages</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.pages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverLookupResult.bounding_boxes">
-<span class="sig-name descname"><span class="pre">bounding_boxes</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.bounding_boxes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bounding_boxes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.bounding_boxes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverLookupResult.document_source">
-<span class="sig-name descname"><span class="pre">document_source</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.document_source" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_source</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.document_source" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverLookupResult.image_ids">
-<span class="sig-name descname"><span class="pre">image_ids</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.image_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">image_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverLookupResult.image_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36317,57 +36486,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.document_retriever_id">
-<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.document_retriever_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retriever_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.document_retriever_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.document_retriever_version">
-<span class="sig-name descname"><span class="pre">document_retriever_version</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.document_retriever_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_retriever_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.document_retriever_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.deployment_status">
-<span class="sig-name descname"><span class="pre">deployment_status</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.deployment_status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.deployment_status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.number_of_chunks">
-<span class="sig-name descname"><span class="pre">number_of_chunks</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.number_of_chunks" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">number_of_chunks</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.number_of_chunks" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.embedding_file_size">
-<span class="sig-name descname"><span class="pre">embedding_file_size</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.embedding_file_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embedding_file_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.embedding_file_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentRetrieverVersion.warnings">
-<span class="sig-name descname"><span class="pre">warnings</span></span><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.warnings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">warnings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentRetrieverVersion.warnings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36511,17 +36680,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DriftDistribution.train_column">
-<span class="sig-name descname"><span class="pre">train_column</span></span><a class="headerlink" href="#abacusai.DriftDistribution.train_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DriftDistribution.train_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DriftDistribution.predicted_column">
-<span class="sig-name descname"><span class="pre">predicted_column</span></span><a class="headerlink" href="#abacusai.DriftDistribution.predicted_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predicted_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DriftDistribution.predicted_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DriftDistribution.metrics">
-<span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#abacusai.DriftDistribution.metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DriftDistribution.metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36635,42 +36804,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.eda_id">
-<span class="sig-name descname"><span class="pre">eda_id</span></span><a class="headerlink" href="#abacusai.Eda.eda_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.eda_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Eda.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Eda.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.Eda.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.Eda.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.reference_feature_group_version">
-<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><a class="headerlink" href="#abacusai.Eda.reference_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.reference_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.test_feature_group_version">
-<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><a class="headerlink" href="#abacusai.Eda.test_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.test_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Eda.eda_configs">
-<span class="sig-name descname"><span class="pre">eda_configs</span></span><a class="headerlink" href="#abacusai.Eda.eda_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Eda.eda_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36815,12 +36984,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaChartDescription.chart_type">
-<span class="sig-name descname"><span class="pre">chart_type</span></span><a class="headerlink" href="#abacusai.EdaChartDescription.chart_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chart_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaChartDescription.chart_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaChartDescription.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.EdaChartDescription.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaChartDescription.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36868,27 +37037,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaCollinearity.column_names">
-<span class="sig-name descname"><span class="pre">column_names</span></span><a class="headerlink" href="#abacusai.EdaCollinearity.column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaCollinearity.column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaCollinearity.collinearity_matrix">
-<span class="sig-name descname"><span class="pre">collinearity_matrix</span></span><a class="headerlink" href="#abacusai.EdaCollinearity.collinearity_matrix" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">collinearity_matrix</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaCollinearity.collinearity_matrix" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaCollinearity.group_feature_dict">
-<span class="sig-name descname"><span class="pre">group_feature_dict</span></span><a class="headerlink" href="#abacusai.EdaCollinearity.group_feature_dict" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_feature_dict</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaCollinearity.group_feature_dict" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaCollinearity.collinearity_groups">
-<span class="sig-name descname"><span class="pre">collinearity_groups</span></span><a class="headerlink" href="#abacusai.EdaCollinearity.collinearity_groups" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">collinearity_groups</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaCollinearity.collinearity_groups" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaCollinearity.column_names_x">
-<span class="sig-name descname"><span class="pre">column_names_x</span></span><a class="headerlink" href="#abacusai.EdaCollinearity.column_names_x" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_names_x</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaCollinearity.column_names_x" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -36938,17 +37107,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaDataConsistency.column_names">
-<span class="sig-name descname"><span class="pre">column_names</span></span><a class="headerlink" href="#abacusai.EdaDataConsistency.column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaDataConsistency.column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaDataConsistency.primary_keys">
-<span class="sig-name descname"><span class="pre">primary_keys</span></span><a class="headerlink" href="#abacusai.EdaDataConsistency.primary_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaDataConsistency.primary_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaDataConsistency.transformation_column_names">
-<span class="sig-name descname"><span class="pre">transformation_column_names</span></span><a class="headerlink" href="#abacusai.EdaDataConsistency.transformation_column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">transformation_column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaDataConsistency.transformation_column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -37019,42 +37188,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.is_scatter">
-<span class="sig-name descname"><span class="pre">is_scatter</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.is_scatter" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_scatter</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.is_scatter" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.is_box_whisker">
-<span class="sig-name descname"><span class="pre">is_box_whisker</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.is_box_whisker" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_box_whisker</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.is_box_whisker" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.x_axis">
-<span class="sig-name descname"><span class="pre">x_axis</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.x_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">x_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.x_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.y_axis">
-<span class="sig-name descname"><span class="pre">y_axis</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.y_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">y_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.y_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.x_axis_column_values">
-<span class="sig-name descname"><span class="pre">x_axis_column_values</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.x_axis_column_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">x_axis_column_values</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.x_axis_column_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.y_axis_column_values">
-<span class="sig-name descname"><span class="pre">y_axis_column_values</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.y_axis_column_values" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">y_axis_column_values</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.y_axis_column_values" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureAssociation.data_columns">
-<span class="sig-name descname"><span class="pre">data_columns</span></span><a class="headerlink" href="#abacusai.EdaFeatureAssociation.data_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureAssociation.data_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -37100,17 +37269,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureCollinearity.selected_feature">
-<span class="sig-name descname"><span class="pre">selected_feature</span></span><a class="headerlink" href="#abacusai.EdaFeatureCollinearity.selected_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">selected_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureCollinearity.selected_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureCollinearity.sorted_column_names">
-<span class="sig-name descname"><span class="pre">sorted_column_names</span></span><a class="headerlink" href="#abacusai.EdaFeatureCollinearity.sorted_column_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sorted_column_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureCollinearity.sorted_column_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaFeatureCollinearity.feature_collinearity">
-<span class="sig-name descname"><span class="pre">feature_collinearity</span></span><a class="headerlink" href="#abacusai.EdaFeatureCollinearity.feature_collinearity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_collinearity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaFeatureCollinearity.feature_collinearity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -37175,22 +37344,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaForecastingAnalysis.primary_keys">
-<span class="sig-name descname"><span class="pre">primary_keys</span></span><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.primary_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.primary_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaForecastingAnalysis.forecasting_target_feature">
-<span class="sig-name descname"><span class="pre">forecasting_target_feature</span></span><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.forecasting_target_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecasting_target_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.forecasting_target_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaForecastingAnalysis.timestamp_feature">
-<span class="sig-name descname"><span class="pre">timestamp_feature</span></span><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.timestamp_feature" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_feature</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.timestamp_feature" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaForecastingAnalysis.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaForecastingAnalysis.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -37331,42 +37500,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.eda_version">
-<span class="sig-name descname"><span class="pre">eda_version</span></span><a class="headerlink" href="#abacusai.EdaVersion.eda_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.eda_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.EdaVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.eda_id">
-<span class="sig-name descname"><span class="pre">eda_id</span></span><a class="headerlink" href="#abacusai.EdaVersion.eda_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.eda_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.eda_started_at">
-<span class="sig-name descname"><span class="pre">eda_started_at</span></span><a class="headerlink" href="#abacusai.EdaVersion.eda_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.eda_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.eda_completed_at">
-<span class="sig-name descname"><span class="pre">eda_completed_at</span></span><a class="headerlink" href="#abacusai.EdaVersion.eda_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.eda_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.reference_feature_group_version">
-<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><a class="headerlink" href="#abacusai.EdaVersion.reference_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">reference_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.reference_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.test_feature_group_version">
-<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><a class="headerlink" href="#abacusai.EdaVersion.test_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.test_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EdaVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.EdaVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EdaVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -37572,37 +37741,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmbeddingFeatureDriftDistribution.distance">
-<span class="sig-name descname"><span class="pre">distance</span></span><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmbeddingFeatureDriftDistribution.js_distance">
-<span class="sig-name descname"><span class="pre">js_distance</span></span><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.js_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">js_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.js_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmbeddingFeatureDriftDistribution.ws_distance">
-<span class="sig-name descname"><span class="pre">ws_distance</span></span><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.ws_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ws_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.ws_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmbeddingFeatureDriftDistribution.ks_statistic">
-<span class="sig-name descname"><span class="pre">ks_statistic</span></span><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.ks_statistic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ks_statistic</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.ks_statistic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmbeddingFeatureDriftDistribution.psi">
-<span class="sig-name descname"><span class="pre">psi</span></span><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.psi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">psi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.psi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmbeddingFeatureDriftDistribution.csi">
-<span class="sig-name descname"><span class="pre">csi</span></span><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.csi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.csi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.EmbeddingFeatureDriftDistribution.chi_square">
-<span class="sig-name descname"><span class="pre">chi_square</span></span><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.chi_square" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chi_square</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.EmbeddingFeatureDriftDistribution.chi_square" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -37654,22 +37823,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExecuteFeatureGroupOperation.feature_group_operation_run_id">
-<span class="sig-name descname"><span class="pre">feature_group_operation_run_id</span></span><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.feature_group_operation_run_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_operation_run_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.feature_group_operation_run_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExecuteFeatureGroupOperation.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExecuteFeatureGroupOperation.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExecuteFeatureGroupOperation.query">
-<span class="sig-name descname"><span class="pre">query</span></span><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.query" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExecuteFeatureGroupOperation.query" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -37792,7 +37961,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">ExternalApplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isAgent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationRetentionHours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">managedUserService</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOverrides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemCreated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isCustomizable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDeprecated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ExternalApplication" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">ExternalApplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isAgent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationRetentionHours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">managedUserService</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOverrides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemCreated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isCustomizable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDeprecated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isVisible</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ExternalApplication" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
 <p>An external application.</p>
 <dl class="field-list simple">
@@ -37815,87 +37984,93 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>isSystemCreated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application is system created.</p></li>
 <li><p><strong>isCustomizable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application is customizable.</p></li>
 <li><p><strong>isDeprecated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application is deprecated. Only applicable for system created bots. Deprecated external applications will not show in the UI.</p></li>
+<li><p><strong>isVisible</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – Whether the external application should be shown in the dropdown.</p></li>
 </ul>
 </dd>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.ExternalApplication.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.external_application_id">
-<span class="sig-name descname"><span class="pre">external_application_id</span></span><a class="headerlink" href="#abacusai.ExternalApplication.external_application_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.external_application_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.ExternalApplication.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.ExternalApplication.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.logo">
-<span class="sig-name descname"><span class="pre">logo</span></span><a class="headerlink" href="#abacusai.ExternalApplication.logo" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logo</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.logo" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.theme">
-<span class="sig-name descname"><span class="pre">theme</span></span><a class="headerlink" href="#abacusai.ExternalApplication.theme" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">theme</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.theme" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.user_group_ids">
-<span class="sig-name descname"><span class="pre">user_group_ids</span></span><a class="headerlink" href="#abacusai.ExternalApplication.user_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.user_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.ExternalApplication.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.is_agent">
-<span class="sig-name descname"><span class="pre">is_agent</span></span><a class="headerlink" href="#abacusai.ExternalApplication.is_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_agent</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.is_agent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.ExternalApplication.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.deployment_conversation_retention_hours">
-<span class="sig-name descname"><span class="pre">deployment_conversation_retention_hours</span></span><a class="headerlink" href="#abacusai.ExternalApplication.deployment_conversation_retention_hours" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_retention_hours</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.deployment_conversation_retention_hours" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.managed_user_service">
-<span class="sig-name descname"><span class="pre">managed_user_service</span></span><a class="headerlink" href="#abacusai.ExternalApplication.managed_user_service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">managed_user_service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.managed_user_service" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.prediction_overrides">
-<span class="sig-name descname"><span class="pre">prediction_overrides</span></span><a class="headerlink" href="#abacusai.ExternalApplication.prediction_overrides" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.prediction_overrides" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.is_system_created">
-<span class="sig-name descname"><span class="pre">is_system_created</span></span><a class="headerlink" href="#abacusai.ExternalApplication.is_system_created" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_system_created</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.is_system_created" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.is_customizable">
-<span class="sig-name descname"><span class="pre">is_customizable</span></span><a class="headerlink" href="#abacusai.ExternalApplication.is_customizable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_customizable</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.is_customizable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalApplication.is_deprecated">
-<span class="sig-name descname"><span class="pre">is_deprecated</span></span><a class="headerlink" href="#abacusai.ExternalApplication.is_deprecated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_deprecated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.is_deprecated" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ExternalApplication.is_visible">
+<span class="sig-name descname"><span class="pre">is_visible</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalApplication.is_visible" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -38008,22 +38183,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalInvite.user_already_in_org">
-<span class="sig-name descname"><span class="pre">user_already_in_org</span></span><a class="headerlink" href="#abacusai.ExternalInvite.user_already_in_org" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_already_in_org</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalInvite.user_already_in_org" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalInvite.user_already_in_app_group">
-<span class="sig-name descname"><span class="pre">user_already_in_app_group</span></span><a class="headerlink" href="#abacusai.ExternalInvite.user_already_in_app_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_already_in_app_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalInvite.user_already_in_app_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalInvite.user_exists_as_internal">
-<span class="sig-name descname"><span class="pre">user_exists_as_internal</span></span><a class="headerlink" href="#abacusai.ExternalInvite.user_exists_as_internal" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_exists_as_internal</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalInvite.user_exists_as_internal" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExternalInvite.successful_invites">
-<span class="sig-name descname"><span class="pre">successful_invites</span></span><a class="headerlink" href="#abacusai.ExternalInvite.successful_invites" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">successful_invites</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExternalInvite.successful_invites" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -38068,12 +38243,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExtractedFields.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.ExtractedFields.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExtractedFields.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ExtractedFields.raw_llm_response">
-<span class="sig-name descname"><span class="pre">raw_llm_response</span></span><a class="headerlink" href="#abacusai.ExtractedFields.raw_llm_response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">raw_llm_response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ExtractedFields.raw_llm_response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -38130,62 +38305,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Feature.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.select_clause">
-<span class="sig-name descname"><span class="pre">select_clause</span></span><a class="headerlink" href="#abacusai.Feature.select_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">select_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.select_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.Feature.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.source_table">
-<span class="sig-name descname"><span class="pre">source_table</span></span><a class="headerlink" href="#abacusai.Feature.source_table" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.source_table" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.original_name">
-<span class="sig-name descname"><span class="pre">original_name</span></span><a class="headerlink" href="#abacusai.Feature.original_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">original_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.original_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.using_clause">
-<span class="sig-name descname"><span class="pre">using_clause</span></span><a class="headerlink" href="#abacusai.Feature.using_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">using_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.using_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.order_clause">
-<span class="sig-name descname"><span class="pre">order_clause</span></span><a class="headerlink" href="#abacusai.Feature.order_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">order_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.order_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.where_clause">
-<span class="sig-name descname"><span class="pre">where_clause</span></span><a class="headerlink" href="#abacusai.Feature.where_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">where_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.where_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.Feature.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.Feature.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.Feature.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.detected_feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Feature.detected_data_type">
-<span class="sig-name descname"><span class="pre">detected_data_type</span></span><a class="headerlink" href="#abacusai.Feature.detected_data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Feature.detected_data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -38245,37 +38420,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDistribution.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.FeatureDistribution.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDistribution.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDistribution.training_distribution">
-<span class="sig-name descname"><span class="pre">training_distribution</span></span><a class="headerlink" href="#abacusai.FeatureDistribution.training_distribution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDistribution.training_distribution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDistribution.prediction_distribution">
-<span class="sig-name descname"><span class="pre">prediction_distribution</span></span><a class="headerlink" href="#abacusai.FeatureDistribution.prediction_distribution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDistribution.prediction_distribution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDistribution.numerical_training_distribution">
-<span class="sig-name descname"><span class="pre">numerical_training_distribution</span></span><a class="headerlink" href="#abacusai.FeatureDistribution.numerical_training_distribution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">numerical_training_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDistribution.numerical_training_distribution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDistribution.numerical_prediction_distribution">
-<span class="sig-name descname"><span class="pre">numerical_prediction_distribution</span></span><a class="headerlink" href="#abacusai.FeatureDistribution.numerical_prediction_distribution" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">numerical_prediction_distribution</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDistribution.numerical_prediction_distribution" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDistribution.training_statistics">
-<span class="sig-name descname"><span class="pre">training_statistics</span></span><a class="headerlink" href="#abacusai.FeatureDistribution.training_statistics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_statistics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDistribution.training_statistics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDistribution.prediction_statistics">
-<span class="sig-name descname"><span class="pre">prediction_statistics</span></span><a class="headerlink" href="#abacusai.FeatureDistribution.prediction_statistics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_statistics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDistribution.prediction_statistics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -38326,42 +38501,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.distance">
-<span class="sig-name descname"><span class="pre">distance</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.js_distance">
-<span class="sig-name descname"><span class="pre">js_distance</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.js_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">js_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.js_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.ws_distance">
-<span class="sig-name descname"><span class="pre">ws_distance</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.ws_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ws_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.ws_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.ks_statistic">
-<span class="sig-name descname"><span class="pre">ks_statistic</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.ks_statistic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ks_statistic</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.ks_statistic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.psi">
-<span class="sig-name descname"><span class="pre">psi</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.psi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">psi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.psi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.csi">
-<span class="sig-name descname"><span class="pre">csi</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.csi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.csi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftRecord.chi_square">
-<span class="sig-name descname"><span class="pre">chi_square</span></span><a class="headerlink" href="#abacusai.FeatureDriftRecord.chi_square" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chi_square</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftRecord.chi_square" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -38420,67 +38595,67 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.feature_index">
-<span class="sig-name descname"><span class="pre">feature_index</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.feature_index" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_index</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.feature_index" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.distance">
-<span class="sig-name descname"><span class="pre">distance</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.js_distance">
-<span class="sig-name descname"><span class="pre">js_distance</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.js_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">js_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.js_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.ws_distance">
-<span class="sig-name descname"><span class="pre">ws_distance</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.ws_distance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ws_distance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.ws_distance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.ks_statistic">
-<span class="sig-name descname"><span class="pre">ks_statistic</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.ks_statistic" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ks_statistic</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.ks_statistic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.prediction_drift">
-<span class="sig-name descname"><span class="pre">prediction_drift</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.prediction_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.prediction_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.target_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.target_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.data_integrity_timeseries">
-<span class="sig-name descname"><span class="pre">data_integrity_timeseries</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.data_integrity_timeseries" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity_timeseries</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.data_integrity_timeseries" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.nested_summary">
-<span class="sig-name descname"><span class="pre">nested_summary</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.nested_summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_summary</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.nested_summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.psi">
-<span class="sig-name descname"><span class="pre">psi</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.psi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">psi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.psi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.csi">
-<span class="sig-name descname"><span class="pre">csi</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.csi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">csi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.csi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureDriftSummary.chi_square">
-<span class="sig-name descname"><span class="pre">chi_square</span></span><a class="headerlink" href="#abacusai.FeatureDriftSummary.chi_square" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chi_square</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureDriftSummary.chi_square" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -38587,182 +38762,182 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.FeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.modification_lock">
-<span class="sig-name descname"><span class="pre">modification_lock</span></span><a class="headerlink" href="#abacusai.FeatureGroup.modification_lock" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">modification_lock</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.modification_lock" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.FeatureGroup.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.feature_group_source_type">
-<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><a class="headerlink" href="#abacusai.FeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.table_name">
-<span class="sig-name descname"><span class="pre">table_name</span></span><a class="headerlink" href="#abacusai.FeatureGroup.table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.FeatureGroup.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.FeatureGroup.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.function_source_code">
-<span class="sig-name descname"><span class="pre">function_source_code</span></span><a class="headerlink" href="#abacusai.FeatureGroup.function_source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.function_source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.FeatureGroup.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.source_tables">
-<span class="sig-name descname"><span class="pre">source_tables</span></span><a class="headerlink" href="#abacusai.FeatureGroup.source_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.source_tables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.FeatureGroup.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.FeatureGroup.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.sql_error">
-<span class="sig-name descname"><span class="pre">sql_error</span></span><a class="headerlink" href="#abacusai.FeatureGroup.sql_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.sql_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.latest_version_outdated">
-<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><a class="headerlink" href="#abacusai.FeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.referenced_feature_groups">
-<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><a class="headerlink" href="#abacusai.FeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.FeatureGroup.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.primary_key">
-<span class="sig-name descname"><span class="pre">primary_key</span></span><a class="headerlink" href="#abacusai.FeatureGroup.primary_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.primary_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.update_timestamp_key">
-<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><a class="headerlink" href="#abacusai.FeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.lookup_keys">
-<span class="sig-name descname"><span class="pre">lookup_keys</span></span><a class="headerlink" href="#abacusai.FeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.streaming_enabled">
-<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><a class="headerlink" href="#abacusai.FeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.incremental">
-<span class="sig-name descname"><span class="pre">incremental</span></span><a class="headerlink" href="#abacusai.FeatureGroup.incremental" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.incremental" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.merge_config">
-<span class="sig-name descname"><span class="pre">merge_config</span></span><a class="headerlink" href="#abacusai.FeatureGroup.merge_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.merge_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.sampling_config">
-<span class="sig-name descname"><span class="pre">sampling_config</span></span><a class="headerlink" href="#abacusai.FeatureGroup.sampling_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sampling_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.sampling_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.FeatureGroup.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.FeatureGroup.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.streaming_ready">
-<span class="sig-name descname"><span class="pre">streaming_ready</span></span><a class="headerlink" href="#abacusai.FeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_ready</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.feature_tags">
-<span class="sig-name descname"><span class="pre">feature_tags</span></span><a class="headerlink" href="#abacusai.FeatureGroup.feature_tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.feature_tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.module_name">
-<span class="sig-name descname"><span class="pre">module_name</span></span><a class="headerlink" href="#abacusai.FeatureGroup.module_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">module_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.module_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.template_bindings">
-<span class="sig-name descname"><span class="pre">template_bindings</span></span><a class="headerlink" href="#abacusai.FeatureGroup.template_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.template_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.feature_expression">
-<span class="sig-name descname"><span class="pre">feature_expression</span></span><a class="headerlink" href="#abacusai.FeatureGroup.feature_expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.feature_expression" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.use_original_csv_names">
-<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><a class="headerlink" href="#abacusai.FeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.python_function_bindings">
-<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><a class="headerlink" href="#abacusai.FeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.python_function_name">
-<span class="sig-name descname"><span class="pre">python_function_name</span></span><a class="headerlink" href="#abacusai.FeatureGroup.python_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.python_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.FeatureGroup.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.version_limit">
-<span class="sig-name descname"><span class="pre">version_limit</span></span><a class="headerlink" href="#abacusai.FeatureGroup.version_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">version_limit</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.version_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroup.export_on_materialization">
-<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><a class="headerlink" href="#abacusai.FeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40340,17 +40515,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupDocument.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupDocument.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupDocument.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupDocument.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupDocument.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupDocument.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupDocument.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.FeatureGroupDocument.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupDocument.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40412,92 +40587,92 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.feature_group_export_id">
-<span class="sig-name descname"><span class="pre">feature_group_export_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.feature_group_export_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_export_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.feature_group_export_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.failed_writes">
-<span class="sig-name descname"><span class="pre">failed_writes</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.failed_writes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.failed_writes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.total_writes">
-<span class="sig-name descname"><span class="pre">total_writes</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.total_writes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_writes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.total_writes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.output_location">
-<span class="sig-name descname"><span class="pre">output_location</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.output_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.output_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.file_format">
-<span class="sig-name descname"><span class="pre">file_format</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.file_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.object_name">
-<span class="sig-name descname"><span class="pre">object_name</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.object_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.object_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.write_mode">
-<span class="sig-name descname"><span class="pre">write_mode</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.write_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_mode</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.write_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.database_feature_mapping">
-<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.database_feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.database_feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.export_completed_at">
-<span class="sig-name descname"><span class="pre">export_completed_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.export_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.export_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.additional_id_columns">
-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.additional_id_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExport.database_output_error">
-<span class="sig-name descname"><span class="pre">database_output_error</span></span><a class="headerlink" href="#abacusai.FeatureGroupExport.database_output_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_output_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExport.database_output_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40648,42 +40823,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.output_location">
-<span class="sig-name descname"><span class="pre">output_location</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.output_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.output_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.file_format">
-<span class="sig-name descname"><span class="pre">file_format</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">file_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.file_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.database_connector_id">
-<span class="sig-name descname"><span class="pre">database_connector_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.database_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.database_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.object_name">
-<span class="sig-name descname"><span class="pre">object_name</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.object_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.object_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.write_mode">
-<span class="sig-name descname"><span class="pre">write_mode</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.write_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_mode</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.write_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.database_feature_mapping">
-<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.database_feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.database_feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportConfig.additional_id_columns">
-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40728,12 +40903,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportDownloadUrl.download_url">
-<span class="sig-name descname"><span class="pre">download_url</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportDownloadUrl.download_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">download_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportDownloadUrl.download_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupExportDownloadUrl.expires_at">
-<span class="sig-name descname"><span class="pre">expires_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupExportDownloadUrl.expires_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expires_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupExportDownloadUrl.expires_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40778,12 +40953,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupLineage.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><a class="headerlink" href="#abacusai.FeatureGroupLineage.nodes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupLineage.nodes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupLineage.connections">
-<span class="sig-name descname"><span class="pre">connections</span></span><a class="headerlink" href="#abacusai.FeatureGroupLineage.connections" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connections</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupLineage.connections" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40835,47 +41010,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.connector_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.connector_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.location">
-<span class="sig-name descname"><span class="pre">location</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.export_file_format">
-<span class="sig-name descname"><span class="pre">export_file_format</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.export_file_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_file_format</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.export_file_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.additional_id_columns">
-<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_id_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.additional_id_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.database_feature_mapping">
-<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.database_feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">database_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.database_feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.external_connection_id">
-<span class="sig-name descname"><span class="pre">external_connection_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.external_connection_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_connection_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.external_connection_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.id_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.object_name">
-<span class="sig-name descname"><span class="pre">object_name</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.object_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.object_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRefreshExportConfig.write_mode">
-<span class="sig-name descname"><span class="pre">write_mode</span></span><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.write_mode" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_mode</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRefreshExportConfig.write_mode" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40923,27 +41098,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRow.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRow.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRow.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRow.primary_key">
-<span class="sig-name descname"><span class="pre">primary_key</span></span><a class="headerlink" href="#abacusai.FeatureGroupRow.primary_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRow.primary_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRow.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupRow.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRow.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRow.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupRow.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRow.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRow.contents">
-<span class="sig-name descname"><span class="pre">contents</span></span><a class="headerlink" href="#abacusai.FeatureGroupRow.contents" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRow.contents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -40999,67 +41174,67 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.primary_key_value">
-<span class="sig-name descname"><span class="pre">primary_key_value</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.primary_key_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.primary_key_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.feature_group_row_process_id">
-<span class="sig-name descname"><span class="pre">feature_group_row_process_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.feature_group_row_process_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_process_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.feature_group_row_process_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.started_at">
-<span class="sig-name descname"><span class="pre">started_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.completed_at">
-<span class="sig-name descname"><span class="pre">completed_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.timeout_at">
-<span class="sig-name descname"><span class="pre">timeout_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.timeout_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.timeout_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.retries_remaining">
-<span class="sig-name descname"><span class="pre">retries_remaining</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.retries_remaining" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">retries_remaining</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.retries_remaining" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.total_attempts_allowed">
-<span class="sig-name descname"><span class="pre">total_attempts_allowed</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.total_attempts_allowed" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_attempts_allowed</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.total_attempts_allowed" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcess.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcess.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -41132,27 +41307,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessLogs.logs">
-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.logs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessLogs.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessLogs.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessLogs.primary_key_value">
-<span class="sig-name descname"><span class="pre">primary_key_value</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.primary_key_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.primary_key_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessLogs.feature_group_row_process_id">
-<span class="sig-name descname"><span class="pre">feature_group_row_process_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.feature_group_row_process_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_row_process_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessLogs.feature_group_row_process_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -41200,27 +41375,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessSummary.total_processes">
-<span class="sig-name descname"><span class="pre">total_processes</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.total_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.total_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessSummary.pending_processes">
-<span class="sig-name descname"><span class="pre">pending_processes</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.pending_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.pending_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessSummary.processing_processes">
-<span class="sig-name descname"><span class="pre">processing_processes</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.processing_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">processing_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.processing_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessSummary.complete_processes">
-<span class="sig-name descname"><span class="pre">complete_processes</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.complete_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">complete_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.complete_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupRowProcessSummary.failed_processes">
-<span class="sig-name descname"><span class="pre">failed_processes</span></span><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.failed_processes" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_processes</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupRowProcessSummary.failed_processes" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -41272,47 +41447,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.feature_group_template_id">
-<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.is_system_template">
-<span class="sig-name descname"><span class="pre">is_system_template</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.is_system_template" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_system_template</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.is_system_template" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.template_sql">
-<span class="sig-name descname"><span class="pre">template_sql</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.template_variables">
-<span class="sig-name descname"><span class="pre">template_variables</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.template_variables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_variables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.template_variables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplate.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplate.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplate.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -41443,12 +41618,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplateVariableOptions.template_variable_options">
-<span class="sig-name descname"><span class="pre">template_variable_options</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplateVariableOptions.template_variable_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_variable_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplateVariableOptions.template_variable_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupTemplateVariableOptions.user_feedback">
-<span class="sig-name descname"><span class="pre">user_feedback</span></span><a class="headerlink" href="#abacusai.FeatureGroupTemplateVariableOptions.user_feedback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_feedback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupTemplateVariableOptions.user_feedback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -41514,92 +41689,92 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.source_tables">
-<span class="sig-name descname"><span class="pre">source_tables</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.source_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.source_tables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.source_dataset_versions">
-<span class="sig-name descname"><span class="pre">source_dataset_versions</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.source_dataset_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_dataset_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.source_dataset_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.deployable">
-<span class="sig-name descname"><span class="pre">deployable</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.deployable" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployable</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.deployable" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.use_original_csv_names">
-<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.use_original_csv_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.use_original_csv_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.python_function_bindings">
-<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.python_function_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.python_function_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.indexing_config_warning_msg">
-<span class="sig-name descname"><span class="pre">indexing_config_warning_msg</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.indexing_config_warning_msg" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">indexing_config_warning_msg</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.indexing_config_warning_msg" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.materialization_started_at">
-<span class="sig-name descname"><span class="pre">materialization_started_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.materialization_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">materialization_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.materialization_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.materialization_completed_at">
-<span class="sig-name descname"><span class="pre">materialization_completed_at</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.materialization_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">materialization_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.materialization_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.columns">
-<span class="sig-name descname"><span class="pre">columns</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersion.template_bindings">
-<span class="sig-name descname"><span class="pre">template_bindings</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersion.template_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersion.template_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -41926,7 +42101,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureGroupVersionLogs.logs">
-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.FeatureGroupVersionLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureGroupVersionLogs.logs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -41975,32 +42150,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureImportance.shap_feature_importance">
-<span class="sig-name descname"><span class="pre">shap_feature_importance</span></span><a class="headerlink" href="#abacusai.FeatureImportance.shap_feature_importance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">shap_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureImportance.shap_feature_importance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureImportance.lime_feature_importance">
-<span class="sig-name descname"><span class="pre">lime_feature_importance</span></span><a class="headerlink" href="#abacusai.FeatureImportance.lime_feature_importance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lime_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureImportance.lime_feature_importance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureImportance.permutation_feature_importance">
-<span class="sig-name descname"><span class="pre">permutation_feature_importance</span></span><a class="headerlink" href="#abacusai.FeatureImportance.permutation_feature_importance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">permutation_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureImportance.permutation_feature_importance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureImportance.null_feature_importance">
-<span class="sig-name descname"><span class="pre">null_feature_importance</span></span><a class="headerlink" href="#abacusai.FeatureImportance.null_feature_importance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">null_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureImportance.null_feature_importance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureImportance.lofo_feature_importance">
-<span class="sig-name descname"><span class="pre">lofo_feature_importance</span></span><a class="headerlink" href="#abacusai.FeatureImportance.lofo_feature_importance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lofo_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureImportance.lofo_feature_importance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureImportance.ebm_feature_importance">
-<span class="sig-name descname"><span class="pre">ebm_feature_importance</span></span><a class="headerlink" href="#abacusai.FeatureImportance.ebm_feature_importance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">ebm_feature_importance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureImportance.ebm_feature_importance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42045,12 +42220,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureMapping.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.FeatureMapping.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureMapping.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureMapping.feature_name">
-<span class="sig-name descname"><span class="pre">feature_name</span></span><a class="headerlink" href="#abacusai.FeatureMapping.feature_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureMapping.feature_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42096,17 +42271,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeaturePerformanceAnalysis.features">
-<span class="sig-name descname"><span class="pre">features</span></span><a class="headerlink" href="#abacusai.FeaturePerformanceAnalysis.features" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">features</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeaturePerformanceAnalysis.features" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeaturePerformanceAnalysis.feature_metrics">
-<span class="sig-name descname"><span class="pre">feature_metrics</span></span><a class="headerlink" href="#abacusai.FeaturePerformanceAnalysis.feature_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeaturePerformanceAnalysis.feature_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeaturePerformanceAnalysis.metrics_keys">
-<span class="sig-name descname"><span class="pre">metrics_keys</span></span><a class="headerlink" href="#abacusai.FeaturePerformanceAnalysis.metrics_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeaturePerformanceAnalysis.metrics_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42150,7 +42325,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FeatureRecord.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.FeatureRecord.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FeatureRecord.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42197,22 +42372,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnector.bucket">
-<span class="sig-name descname"><span class="pre">bucket</span></span><a class="headerlink" href="#abacusai.FileConnector.bucket" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bucket</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnector.bucket" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnector.verified">
-<span class="sig-name descname"><span class="pre">verified</span></span><a class="headerlink" href="#abacusai.FileConnector.verified" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verified</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnector.verified" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnector.write_permission">
-<span class="sig-name descname"><span class="pre">write_permission</span></span><a class="headerlink" href="#abacusai.FileConnector.write_permission" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_permission</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnector.write_permission" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnector.auth_expires_at">
-<span class="sig-name descname"><span class="pre">auth_expires_at</span></span><a class="headerlink" href="#abacusai.FileConnector.auth_expires_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auth_expires_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnector.auth_expires_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42258,17 +42433,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnectorInstructions.verified">
-<span class="sig-name descname"><span class="pre">verified</span></span><a class="headerlink" href="#abacusai.FileConnectorInstructions.verified" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verified</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnectorInstructions.verified" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnectorInstructions.write_permission">
-<span class="sig-name descname"><span class="pre">write_permission</span></span><a class="headerlink" href="#abacusai.FileConnectorInstructions.write_permission" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_permission</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnectorInstructions.write_permission" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnectorInstructions.auth_options">
-<span class="sig-name descname"><span class="pre">auth_options</span></span><a class="headerlink" href="#abacusai.FileConnectorInstructions.auth_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auth_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnectorInstructions.auth_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42313,12 +42488,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnectorVerification.verified">
-<span class="sig-name descname"><span class="pre">verified</span></span><a class="headerlink" href="#abacusai.FileConnectorVerification.verified" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verified</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnectorVerification.verified" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FileConnectorVerification.write_permission">
-<span class="sig-name descname"><span class="pre">write_permission</span></span><a class="headerlink" href="#abacusai.FileConnectorVerification.write_permission" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">write_permission</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FileConnectorVerification.write_permission" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42371,52 +42546,52 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.finetuned_pretrained_model_id">
-<span class="sig-name descname"><span class="pre">finetuned_pretrained_model_id</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.finetuned_pretrained_model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">finetuned_pretrained_model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.finetuned_pretrained_model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.finetuned_pretrained_model_version">
-<span class="sig-name descname"><span class="pre">finetuned_pretrained_model_version</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.finetuned_pretrained_model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">finetuned_pretrained_model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.finetuned_pretrained_model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.base_model">
-<span class="sig-name descname"><span class="pre">base_model</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.base_model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">base_model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.base_model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.finetuning_dataset_version">
-<span class="sig-name descname"><span class="pre">finetuning_dataset_version</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.finetuning_dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">finetuning_dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.finetuning_dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FinetunedPretrainedModel.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FinetunedPretrainedModel.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42467,32 +42642,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.ForecastingAnalysisGraphData.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingAnalysisGraphData.x_axis">
-<span class="sig-name descname"><span class="pre">x_axis</span></span><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.x_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">x_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.x_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingAnalysisGraphData.y_axis">
-<span class="sig-name descname"><span class="pre">y_axis</span></span><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.y_axis" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">y_axis</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.y_axis" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingAnalysisGraphData.data_columns">
-<span class="sig-name descname"><span class="pre">data_columns</span></span><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.data_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.data_columns" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingAnalysisGraphData.chart_name">
-<span class="sig-name descname"><span class="pre">chart_name</span></span><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.chart_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chart_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.chart_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingAnalysisGraphData.chart_types">
-<span class="sig-name descname"><span class="pre">chart_types</span></span><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.chart_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">chart_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingAnalysisGraphData.chart_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42610,37 +42785,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorSummary.prediction_timestamp_col">
-<span class="sig-name descname"><span class="pre">prediction_timestamp_col</span></span><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.prediction_timestamp_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_timestamp_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.prediction_timestamp_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorSummary.prediction_target_col">
-<span class="sig-name descname"><span class="pre">prediction_target_col</span></span><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.prediction_target_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_target_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.prediction_target_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorSummary.training_timestamp_col">
-<span class="sig-name descname"><span class="pre">training_timestamp_col</span></span><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.training_timestamp_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_timestamp_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.training_timestamp_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorSummary.training_target_col">
-<span class="sig-name descname"><span class="pre">training_target_col</span></span><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.training_target_col" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_target_col</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.training_target_col" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorSummary.prediction_item_id">
-<span class="sig-name descname"><span class="pre">prediction_item_id</span></span><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.prediction_item_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_item_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.prediction_item_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorSummary.training_item_id">
-<span class="sig-name descname"><span class="pre">training_item_id</span></span><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.training_item_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_item_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.training_item_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ForecastingMonitorSummary.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ForecastingMonitorSummary.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42729,27 +42904,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FunctionLogs.function">
-<span class="sig-name descname"><span class="pre">function</span></span><a class="headerlink" href="#abacusai.FunctionLogs.function" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FunctionLogs.function" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FunctionLogs.stats">
-<span class="sig-name descname"><span class="pre">stats</span></span><a class="headerlink" href="#abacusai.FunctionLogs.stats" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stats</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FunctionLogs.stats" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FunctionLogs.stdout">
-<span class="sig-name descname"><span class="pre">stdout</span></span><a class="headerlink" href="#abacusai.FunctionLogs.stdout" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stdout</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FunctionLogs.stdout" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FunctionLogs.stderr">
-<span class="sig-name descname"><span class="pre">stderr</span></span><a class="headerlink" href="#abacusai.FunctionLogs.stderr" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stderr</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FunctionLogs.stderr" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.FunctionLogs.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.FunctionLogs.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.FunctionLogs.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42801,22 +42976,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GeneratedPitFeatureConfigOption.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GeneratedPitFeatureConfigOption.display_name">
-<span class="sig-name descname"><span class="pre">display_name</span></span><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GeneratedPitFeatureConfigOption.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GeneratedPitFeatureConfigOption.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GeneratedPitFeatureConfigOption.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -42868,47 +43043,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.GraphDashboard.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.graph_dashboard_id">
-<span class="sig-name descname"><span class="pre">graph_dashboard_id</span></span><a class="headerlink" href="#abacusai.GraphDashboard.graph_dashboard_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">graph_dashboard_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.graph_dashboard_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.GraphDashboard.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.GraphDashboard.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.python_function_ids">
-<span class="sig-name descname"><span class="pre">python_function_ids</span></span><a class="headerlink" href="#abacusai.GraphDashboard.python_function_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.python_function_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.plot_reference_ids">
-<span class="sig-name descname"><span class="pre">plot_reference_ids</span></span><a class="headerlink" href="#abacusai.GraphDashboard.plot_reference_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">plot_reference_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.plot_reference_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.python_function_names">
-<span class="sig-name descname"><span class="pre">python_function_names</span></span><a class="headerlink" href="#abacusai.GraphDashboard.python_function_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.python_function_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.project_name">
-<span class="sig-name descname"><span class="pre">project_name</span></span><a class="headerlink" href="#abacusai.GraphDashboard.project_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.project_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.GraphDashboard.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.GraphDashboard.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.GraphDashboard.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43018,27 +43193,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysis.holdout_analysis_id">
-<span class="sig-name descname"><span class="pre">holdout_analysis_id</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysis.holdout_analysis_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">holdout_analysis_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysis.holdout_analysis_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysis.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysis.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysis.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysis.feature_group_ids">
-<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysis.feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysis.feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysis.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysis.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysis.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysis.model_name">
-<span class="sig-name descname"><span class="pre">model_name</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysis.model_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysis.model_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43160,57 +43335,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.holdout_analysis_version">
-<span class="sig-name descname"><span class="pre">holdout_analysis_version</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.holdout_analysis_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">holdout_analysis_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.holdout_analysis_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.holdout_analysis_id">
-<span class="sig-name descname"><span class="pre">holdout_analysis_id</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.holdout_analysis_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">holdout_analysis_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.holdout_analysis_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.algo_name">
-<span class="sig-name descname"><span class="pre">algo_name</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.algo_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algo_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.algo_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.metrics">
-<span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HoldoutAnalysisVersion.metric_infos">
-<span class="sig-name descname"><span class="pre">metric_infos</span></span><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.metric_infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HoldoutAnalysisVersion.metric_infos" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43313,22 +43488,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.HostedModelToken.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.HostedModelToken.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HostedModelToken.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HostedModelToken.tag">
-<span class="sig-name descname"><span class="pre">tag</span></span><a class="headerlink" href="#abacusai.HostedModelToken.tag" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HostedModelToken.tag" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HostedModelToken.trailing_auth_token">
-<span class="sig-name descname"><span class="pre">trailing_auth_token</span></span><a class="headerlink" href="#abacusai.HostedModelToken.trailing_auth_token" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">trailing_auth_token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HostedModelToken.trailing_auth_token" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.HostedModelToken.hosted_model_token_id">
-<span class="sig-name descname"><span class="pre">hosted_model_token_id</span></span><a class="headerlink" href="#abacusai.HostedModelToken.hosted_model_token_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hosted_model_token_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.HostedModelToken.hosted_model_token_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43373,12 +43548,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ImageGenSettings.model">
-<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#abacusai.ImageGenSettings.model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ImageGenSettings.model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ImageGenSettings.settings">
-<span class="sig-name descname"><span class="pre">settings</span></span><a class="headerlink" href="#abacusai.ImageGenSettings.settings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">settings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ImageGenSettings.settings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43424,17 +43599,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.IndexingConfig.primary_key">
-<span class="sig-name descname"><span class="pre">primary_key</span></span><a class="headerlink" href="#abacusai.IndexingConfig.primary_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.IndexingConfig.primary_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.IndexingConfig.update_timestamp_key">
-<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><a class="headerlink" href="#abacusai.IndexingConfig.update_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.IndexingConfig.update_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.IndexingConfig.lookup_keys">
-<span class="sig-name descname"><span class="pre">lookup_keys</span></span><a class="headerlink" href="#abacusai.IndexingConfig.lookup_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.IndexingConfig.lookup_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43523,7 +43698,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.InferredFeatureMappings.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.InferredFeatureMappings.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.InferredFeatureMappings.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43582,57 +43757,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.missing_percent">
-<span class="sig-name descname"><span class="pre">missing_percent</span></span><a class="headerlink" href="#abacusai.ItemStatistics.missing_percent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">missing_percent</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.missing_percent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.count">
-<span class="sig-name descname"><span class="pre">count</span></span><a class="headerlink" href="#abacusai.ItemStatistics.count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.median">
-<span class="sig-name descname"><span class="pre">median</span></span><a class="headerlink" href="#abacusai.ItemStatistics.median" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">median</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.median" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.mean">
-<span class="sig-name descname"><span class="pre">mean</span></span><a class="headerlink" href="#abacusai.ItemStatistics.mean" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mean</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.mean" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.p10">
-<span class="sig-name descname"><span class="pre">p10</span></span><a class="headerlink" href="#abacusai.ItemStatistics.p10" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">p10</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.p10" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.p90">
-<span class="sig-name descname"><span class="pre">p90</span></span><a class="headerlink" href="#abacusai.ItemStatistics.p90" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">p90</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.p90" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.stddev">
-<span class="sig-name descname"><span class="pre">stddev</span></span><a class="headerlink" href="#abacusai.ItemStatistics.stddev" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stddev</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.stddev" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.min">
-<span class="sig-name descname"><span class="pre">min</span></span><a class="headerlink" href="#abacusai.ItemStatistics.min" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">min</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.min" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.max">
-<span class="sig-name descname"><span class="pre">max</span></span><a class="headerlink" href="#abacusai.ItemStatistics.max" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.max" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.lower_bound">
-<span class="sig-name descname"><span class="pre">lower_bound</span></span><a class="headerlink" href="#abacusai.ItemStatistics.lower_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lower_bound</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.lower_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ItemStatistics.upper_bound">
-<span class="sig-name descname"><span class="pre">upper_bound</span></span><a class="headerlink" href="#abacusai.ItemStatistics.upper_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">upper_bound</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ItemStatistics.upper_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43683,42 +43858,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.llm_app_id">
-<span class="sig-name descname"><span class="pre">llm_app_id</span></span><a class="headerlink" href="#abacusai.LlmApp.llm_app_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_app_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.llm_app_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.LlmApp.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.LlmApp.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.LlmApp.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.LlmApp.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.LlmApp.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.LlmApp.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmApp.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.LlmApp.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmApp.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43766,27 +43941,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmCodeBlock.language">
-<span class="sig-name descname"><span class="pre">language</span></span><a class="headerlink" href="#abacusai.LlmCodeBlock.language" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">language</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmCodeBlock.language" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmCodeBlock.code">
-<span class="sig-name descname"><span class="pre">code</span></span><a class="headerlink" href="#abacusai.LlmCodeBlock.code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmCodeBlock.code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmCodeBlock.start">
-<span class="sig-name descname"><span class="pre">start</span></span><a class="headerlink" href="#abacusai.LlmCodeBlock.start" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmCodeBlock.start" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmCodeBlock.end">
-<span class="sig-name descname"><span class="pre">end</span></span><a class="headerlink" href="#abacusai.LlmCodeBlock.end" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">end</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmCodeBlock.end" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmCodeBlock.valid">
-<span class="sig-name descname"><span class="pre">valid</span></span><a class="headerlink" href="#abacusai.LlmCodeBlock.valid" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">valid</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmCodeBlock.valid" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43831,12 +44006,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmExecutionPreview.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.LlmExecutionPreview.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmExecutionPreview.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmExecutionPreview.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.LlmExecutionPreview.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmExecutionPreview.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43883,12 +44058,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmExecutionResult.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.LlmExecutionResult.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmExecutionResult.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmExecutionResult.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.LlmExecutionResult.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmExecutionResult.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43942,7 +44117,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmGeneratedCode.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.LlmGeneratedCode.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmGeneratedCode.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -43986,7 +44161,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmInput.content">
-<span class="sig-name descname"><span class="pre">content</span></span><a class="headerlink" href="#abacusai.LlmInput.content" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">content</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmInput.content" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -44030,7 +44205,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmParameters.parameters">
-<span class="sig-name descname"><span class="pre">parameters</span></span><a class="headerlink" href="#abacusai.LlmParameters.parameters" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">parameters</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmParameters.parameters" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -44081,37 +44256,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmResponse.content">
-<span class="sig-name descname"><span class="pre">content</span></span><a class="headerlink" href="#abacusai.LlmResponse.content" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">content</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmResponse.content" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmResponse.tokens">
-<span class="sig-name descname"><span class="pre">tokens</span></span><a class="headerlink" href="#abacusai.LlmResponse.tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmResponse.tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmResponse.stop_reason">
-<span class="sig-name descname"><span class="pre">stop_reason</span></span><a class="headerlink" href="#abacusai.LlmResponse.stop_reason" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stop_reason</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmResponse.stop_reason" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmResponse.llm_name">
-<span class="sig-name descname"><span class="pre">llm_name</span></span><a class="headerlink" href="#abacusai.LlmResponse.llm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmResponse.llm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmResponse.input_tokens">
-<span class="sig-name descname"><span class="pre">input_tokens</span></span><a class="headerlink" href="#abacusai.LlmResponse.input_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">input_tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmResponse.input_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmResponse.output_tokens">
-<span class="sig-name descname"><span class="pre">output_tokens</span></span><a class="headerlink" href="#abacusai.LlmResponse.output_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmResponse.output_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.LlmResponse.total_tokens">
-<span class="sig-name descname"><span class="pre">total_tokens</span></span><a class="headerlink" href="#abacusai.LlmResponse.total_tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.LlmResponse.total_tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -44217,42 +44392,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.welcome_message">
-<span class="sig-name descname"><span class="pre">welcome_message</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.welcome_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">welcome_message</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.welcome_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.default_message">
-<span class="sig-name descname"><span class="pre">default_message</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.default_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_message</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.default_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.disclaimer">
-<span class="sig-name descname"><span class="pre">disclaimer</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.disclaimer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disclaimer</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.disclaimer" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.messaging_bot_name">
-<span class="sig-name descname"><span class="pre">messaging_bot_name</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.messaging_bot_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">messaging_bot_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.messaging_bot_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.use_default_label">
-<span class="sig-name descname"><span class="pre">use_default_label</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.use_default_label" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_default_label</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.use_default_label" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.init_ack_req">
-<span class="sig-name descname"><span class="pre">init_ack_req</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.init_ack_req" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">init_ack_req</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.init_ack_req" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.default_labels">
-<span class="sig-name descname"><span class="pre">default_labels</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.default_labels" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_labels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.default_labels" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MessagingConnectorResponse.enabled_external_links">
-<span class="sig-name descname"><span class="pre">enabled_external_links</span></span><a class="headerlink" href="#abacusai.MessagingConnectorResponse.enabled_external_links" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">enabled_external_links</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MessagingConnectorResponse.enabled_external_links" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -44330,142 +44505,142 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Model.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.model_id">
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+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.model_config_type">
-<span class="sig-name descname"><span class="pre">model_config_type</span></span><a class="headerlink" href="#abacusai.Model.model_config_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_config_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.model_config_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.model_prediction_config">
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+<span class="sig-name descname"><span class="pre">model_prediction_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.model_prediction_config" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Model.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.project_id">
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+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.project_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">shared</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.shared" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">shared_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.shared_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.train_function_name">
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+<span class="sig-name descname"><span class="pre">train_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.train_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.predict_function_name">
-<span class="sig-name descname"><span class="pre">predict_function_name</span></span><a class="headerlink" href="#abacusai.Model.predict_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.predict_function_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.predict_many_function_name">
-<span class="sig-name descname"><span class="pre">predict_many_function_name</span></span><a class="headerlink" href="#abacusai.Model.predict_many_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_many_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.predict_many_function_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.initialize_function_name">
-<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><a class="headerlink" href="#abacusai.Model.initialize_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.initialize_function_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.training_input_tables">
-<span class="sig-name descname"><span class="pre">training_input_tables</span></span><a class="headerlink" href="#abacusai.Model.training_input_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_input_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.training_input_tables" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.source_code" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.Model.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.cpu_size" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.Model.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.memory" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.training_feature_group_ids">
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+<span class="sig-name descname"><span class="pre">training_feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.training_feature_group_ids" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">algorithm_model_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.algorithm_model_configs" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.Model.training_vector_store_versions">
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+<span class="sig-name descname"><span class="pre">training_vector_store_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.training_vector_store_versions" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.Model.document_retrievers">
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+<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.document_retrievers" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.Model.document_retriever_ids">
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+<span class="sig-name descname"><span class="pre">document_retriever_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.document_retriever_ids" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.is_python_model">
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+<span class="sig-name descname"><span class="pre">is_python_model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.is_python_model" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.Model.default_algorithm">
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+<span class="sig-name descname"><span class="pre">default_algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.default_algorithm" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.Model.custom_algorithm_configs">
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+<span class="sig-name descname"><span class="pre">custom_algorithm_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.custom_algorithm_configs" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.restricted_algorithms">
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+<span class="sig-name descname"><span class="pre">restricted_algorithms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.restricted_algorithms" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.Model.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.Model.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Model.training_required">
-<span class="sig-name descname"><span class="pre">training_required</span></span><a class="headerlink" href="#abacusai.Model.training_required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Model.training_required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45007,37 +45182,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelArtifactsExport.model_artifacts_export_id">
-<span class="sig-name descname"><span class="pre">model_artifacts_export_id</span></span><a class="headerlink" href="#abacusai.ModelArtifactsExport.model_artifacts_export_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_artifacts_export_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelArtifactsExport.model_artifacts_export_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelArtifactsExport.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.ModelArtifactsExport.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelArtifactsExport.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelArtifactsExport.output_location">
-<span class="sig-name descname"><span class="pre">output_location</span></span><a class="headerlink" href="#abacusai.ModelArtifactsExport.output_location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelArtifactsExport.output_location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelArtifactsExport.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.ModelArtifactsExport.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelArtifactsExport.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelArtifactsExport.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.ModelArtifactsExport.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelArtifactsExport.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelArtifactsExport.export_completed_at">
-<span class="sig-name descname"><span class="pre">export_completed_at</span></span><a class="headerlink" href="#abacusai.ModelArtifactsExport.export_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelArtifactsExport.export_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelArtifactsExport.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.ModelArtifactsExport.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelArtifactsExport.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45139,12 +45314,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.ModelBlueprintExport.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.ModelBlueprintExport.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelBlueprintExport.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelBlueprintExport.current_training_config">
-<span class="sig-name descname"><span class="pre">current_training_config</span></span><a class="headerlink" href="#abacusai.ModelBlueprintExport.current_training_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">current_training_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelBlueprintExport.current_training_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45197,27 +45372,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelBlueprintStage.stage_name">
-<span class="sig-name descname"><span class="pre">stage_name</span></span><a class="headerlink" href="#abacusai.ModelBlueprintStage.stage_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stage_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelBlueprintStage.stage_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelBlueprintStage.display_name">
-<span class="sig-name descname"><span class="pre">display_name</span></span><a class="headerlink" href="#abacusai.ModelBlueprintStage.display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelBlueprintStage.display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelBlueprintStage.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.ModelBlueprintStage.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelBlueprintStage.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelBlueprintStage.params">
-<span class="sig-name descname"><span class="pre">params</span></span><a class="headerlink" href="#abacusai.ModelBlueprintStage.params" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">params</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelBlueprintStage.params" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelBlueprintStage.predecessors">
-<span class="sig-name descname"><span class="pre">predecessors</span></span><a class="headerlink" href="#abacusai.ModelBlueprintStage.predecessors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predecessors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelBlueprintStage.predecessors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45262,12 +45437,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelLocation.location">
-<span class="sig-name descname"><span class="pre">location</span></span><a class="headerlink" href="#abacusai.ModelLocation.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelLocation.location" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelLocation.artifact_names">
-<span class="sig-name descname"><span class="pre">artifact_names</span></span><a class="headerlink" href="#abacusai.ModelLocation.artifact_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">artifact_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelLocation.artifact_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45319,47 +45494,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.algo_metrics">
-<span class="sig-name descname"><span class="pre">algo_metrics</span></span><a class="headerlink" href="#abacusai.ModelMetrics.algo_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algo_metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.algo_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.selected_algorithm">
-<span class="sig-name descname"><span class="pre">selected_algorithm</span></span><a class="headerlink" href="#abacusai.ModelMetrics.selected_algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">selected_algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.selected_algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.selected_algorithm_name">
-<span class="sig-name descname"><span class="pre">selected_algorithm_name</span></span><a class="headerlink" href="#abacusai.ModelMetrics.selected_algorithm_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">selected_algorithm_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.selected_algorithm_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.ModelMetrics.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.ModelMetrics.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.metric_names">
-<span class="sig-name descname"><span class="pre">metric_names</span></span><a class="headerlink" href="#abacusai.ModelMetrics.metric_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.metric_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><a class="headerlink" href="#abacusai.ModelMetrics.target_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.target_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.train_val_test_split">
-<span class="sig-name descname"><span class="pre">train_val_test_split</span></span><a class="headerlink" href="#abacusai.ModelMetrics.train_val_test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_val_test_split</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.train_val_test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMetrics.training_completed_at">
-<span class="sig-name descname"><span class="pre">training_completed_at</span></span><a class="headerlink" href="#abacusai.ModelMetrics.training_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMetrics.training_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45430,132 +45605,132 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.ModelMonitor.model_monitor_id">
-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.ModelMonitor.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.model_monitor_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.ModelMonitor.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.ModelMonitor.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.ModelMonitor.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.training_feature_group_id">
-<span class="sig-name descname"><span class="pre">training_feature_group_id</span></span><a class="headerlink" href="#abacusai.ModelMonitor.training_feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.training_feature_group_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.prediction_feature_group_id">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_id</span></span><a class="headerlink" href="#abacusai.ModelMonitor.prediction_feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.prediction_feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.prediction_feature_group_version">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><a class="headerlink" href="#abacusai.ModelMonitor.prediction_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.prediction_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.training_feature_group_version">
-<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><a class="headerlink" href="#abacusai.ModelMonitor.training_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.training_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.alert_config">
-<span class="sig-name descname"><span class="pre">alert_config</span></span><a class="headerlink" href="#abacusai.ModelMonitor.alert_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.alert_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.bias_metric_id">
-<span class="sig-name descname"><span class="pre">bias_metric_id</span></span><a class="headerlink" href="#abacusai.ModelMonitor.bias_metric_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bias_metric_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.bias_metric_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.metric_configs">
-<span class="sig-name descname"><span class="pre">metric_configs</span></span><a class="headerlink" href="#abacusai.ModelMonitor.metric_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.metric_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.feature_group_monitor_configs">
-<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><a class="headerlink" href="#abacusai.ModelMonitor.feature_group_monitor_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.feature_group_monitor_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.metric_types">
-<span class="sig-name descname"><span class="pre">metric_types</span></span><a class="headerlink" href="#abacusai.ModelMonitor.metric_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.metric_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.ModelMonitor.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.starred">
-<span class="sig-name descname"><span class="pre">starred</span></span><a class="headerlink" href="#abacusai.ModelMonitor.starred" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">starred</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.starred" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.batch_prediction_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><a class="headerlink" href="#abacusai.ModelMonitor.batch_prediction_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.batch_prediction_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.monitor_type">
-<span class="sig-name descname"><span class="pre">monitor_type</span></span><a class="headerlink" href="#abacusai.ModelMonitor.monitor_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.monitor_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.eda_configs">
-<span class="sig-name descname"><span class="pre">eda_configs</span></span><a class="headerlink" href="#abacusai.ModelMonitor.eda_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.eda_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.training_forecast_config">
-<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><a class="headerlink" href="#abacusai.ModelMonitor.training_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.training_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.prediction_forecast_config">
-<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><a class="headerlink" href="#abacusai.ModelMonitor.prediction_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.prediction_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.ModelMonitor.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.training_feature_group_sampling">
-<span class="sig-name descname"><span class="pre">training_feature_group_sampling</span></span><a class="headerlink" href="#abacusai.ModelMonitor.training_feature_group_sampling" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_sampling</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.training_feature_group_sampling" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.prediction_feature_group_sampling">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_sampling</span></span><a class="headerlink" href="#abacusai.ModelMonitor.prediction_feature_group_sampling" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_sampling</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.prediction_feature_group_sampling" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.monitor_drift_config">
-<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><a class="headerlink" href="#abacusai.ModelMonitor.monitor_drift_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.monitor_drift_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.prediction_data_use_mappings">
-<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><a class="headerlink" href="#abacusai.ModelMonitor.prediction_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.prediction_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitor.training_data_use_mappings">
-<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><a class="headerlink" href="#abacusai.ModelMonitor.training_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitor.training_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45740,42 +45915,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.summary">
-<span class="sig-name descname"><span class="pre">summary</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summary</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.feature_drift">
-<span class="sig-name descname"><span class="pre">feature_drift</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.feature_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.feature_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.label_drift">
-<span class="sig-name descname"><span class="pre">label_drift</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.label_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">label_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.label_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.data_integrity">
-<span class="sig-name descname"><span class="pre">data_integrity</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.data_integrity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.data_integrity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.performance">
-<span class="sig-name descname"><span class="pre">performance</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.performance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">performance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.performance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.alerts">
-<span class="sig-name descname"><span class="pre">alerts</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.alerts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.alerts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.monitor_data">
-<span class="sig-name descname"><span class="pre">monitor_data</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.monitor_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.monitor_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorOrgSummary.total_starred_monitors">
-<span class="sig-name descname"><span class="pre">total_starred_monitors</span></span><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.total_starred_monitors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_starred_monitors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorOrgSummary.total_starred_monitors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45823,27 +45998,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorSummary.model_accuracy">
-<span class="sig-name descname"><span class="pre">model_accuracy</span></span><a class="headerlink" href="#abacusai.ModelMonitorSummary.model_accuracy" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_accuracy</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorSummary.model_accuracy" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorSummary.model_drift">
-<span class="sig-name descname"><span class="pre">model_drift</span></span><a class="headerlink" href="#abacusai.ModelMonitorSummary.model_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorSummary.model_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorSummary.data_integrity">
-<span class="sig-name descname"><span class="pre">data_integrity</span></span><a class="headerlink" href="#abacusai.ModelMonitorSummary.data_integrity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorSummary.data_integrity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorSummary.bias_violations">
-<span class="sig-name descname"><span class="pre">bias_violations</span></span><a class="headerlink" href="#abacusai.ModelMonitorSummary.bias_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bias_violations</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorSummary.bias_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorSummary.alerts">
-<span class="sig-name descname"><span class="pre">alerts</span></span><a class="headerlink" href="#abacusai.ModelMonitorSummary.alerts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorSummary.alerts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45888,12 +46063,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorSummaryFromOrg.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.ModelMonitorSummaryFromOrg.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorSummaryFromOrg.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorSummaryFromOrg.infos">
-<span class="sig-name descname"><span class="pre">infos</span></span><a class="headerlink" href="#abacusai.ModelMonitorSummaryFromOrg.infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorSummaryFromOrg.infos" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -45958,112 +46133,112 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.model_monitor_id">
-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.model_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.monitoring_started_at">
-<span class="sig-name descname"><span class="pre">monitoring_started_at</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.monitoring_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitoring_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.monitoring_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.monitoring_completed_at">
-<span class="sig-name descname"><span class="pre">monitoring_completed_at</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.monitoring_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitoring_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.monitoring_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.training_feature_group_version">
-<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.training_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.training_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.prediction_feature_group_version">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.prediction_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.prediction_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.pending_deployment_ids">
-<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.failed_deployment_ids">
-<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.metric_configs">
-<span class="sig-name descname"><span class="pre">metric_configs</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.metric_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.metric_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.feature_group_monitor_configs">
-<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.feature_group_monitor_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.feature_group_monitor_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.metric_types">
-<span class="sig-name descname"><span class="pre">metric_types</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.metric_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.metric_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.batch_prediction_version">
-<span class="sig-name descname"><span class="pre">batch_prediction_version</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.batch_prediction_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.batch_prediction_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.eda_configs">
-<span class="sig-name descname"><span class="pre">eda_configs</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.eda_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.eda_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.training_forecast_config">
-<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.training_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.training_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.prediction_forecast_config">
-<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.prediction_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.prediction_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.monitor_drift_config">
-<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.monitor_drift_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.monitor_drift_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.prediction_data_use_mappings">
-<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.prediction_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.prediction_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersion.training_data_use_mappings">
-<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersion.training_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersion.training_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -46272,57 +46447,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.algo_name">
-<span class="sig-name descname"><span class="pre">algo_name</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.algo_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algo_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.algo_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.model_monitor">
-<span class="sig-name descname"><span class="pre">model_monitor</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.model_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.model_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.metric_infos">
-<span class="sig-name descname"><span class="pre">metric_infos</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metric_infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metric_infos" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.metric_names">
-<span class="sig-name descname"><span class="pre">metric_names</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metric_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metric_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.metrics">
-<span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.metric_charts">
-<span class="sig-name descname"><span class="pre">metric_charts</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metric_charts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_charts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.metric_charts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.other_metrics">
-<span class="sig-name descname"><span class="pre">other_metrics</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.other_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">other_metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.other_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelMonitorVersionMetricData.actual_values_supported_for_drilldown">
-<span class="sig-name descname"><span class="pre">actual_values_supported_for_drilldown</span></span><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.actual_values_supported_for_drilldown" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">actual_values_supported_for_drilldown</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelMonitorVersionMetricData.actual_values_supported_for_drilldown" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -46367,12 +46542,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelTrainingTypeForDeployment.label">
-<span class="sig-name descname"><span class="pre">label</span></span><a class="headerlink" href="#abacusai.ModelTrainingTypeForDeployment.label" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">label</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelTrainingTypeForDeployment.label" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelTrainingTypeForDeployment.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.ModelTrainingTypeForDeployment.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelTrainingTypeForDeployment.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -46430,77 +46605,77 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelUpload.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.ModelUpload.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.created_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">model_upload_id</span></span><a class="headerlink" href="#abacusai.ModelUpload.model_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.model_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">embeddings_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.embeddings_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">artifacts_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.artifacts_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">verifications_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.verifications_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">default_items_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.default_items_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">model_file_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.model_file_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">model_state_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.model_state_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">input_preprocessor_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.input_preprocessor_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">requirements_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.requirements_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">multi_catalog_embeddings_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelUpload.multi_catalog_embeddings_upload_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
@@ -46575,147 +46750,147 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.model_version" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.memory" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">data_cluster_info</span></span><a class="headerlink" href="#abacusai.ModelVersion.data_cluster_info" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_cluster_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.data_cluster_info" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelVersion.custom_algorithm_configs">
-<span class="sig-name descname"><span class="pre">custom_algorithm_configs</span></span><a class="headerlink" href="#abacusai.ModelVersion.custom_algorithm_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">custom_algorithm_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.custom_algorithm_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelVersion.trained_model_types">
-<span class="sig-name descname"><span class="pre">trained_model_types</span></span><a class="headerlink" href="#abacusai.ModelVersion.trained_model_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">trained_model_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.trained_model_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelVersion.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.ModelVersion.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelVersion.partial_complete">
-<span class="sig-name descname"><span class="pre">partial_complete</span></span><a class="headerlink" href="#abacusai.ModelVersion.partial_complete" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">partial_complete</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.partial_complete" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelVersion.model_feature_group_schema_mappings">
-<span class="sig-name descname"><span class="pre">model_feature_group_schema_mappings</span></span><a class="headerlink" href="#abacusai.ModelVersion.model_feature_group_schema_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_feature_group_schema_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.model_feature_group_schema_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelVersion.training_config_updated">
-<span class="sig-name descname"><span class="pre">training_config_updated</span></span><a class="headerlink" href="#abacusai.ModelVersion.training_config_updated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_config_updated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersion.training_config_updated" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47008,12 +47183,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.ModelVersionFeatureGroupSchema.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.ModelVersionFeatureGroupSchema.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersionFeatureGroupSchema.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModelVersionFeatureGroupSchema.feature_group_name">
-<span class="sig-name descname"><span class="pre">feature_group_name</span></span><a class="headerlink" href="#abacusai.ModelVersionFeatureGroupSchema.feature_group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModelVersionFeatureGroupSchema.feature_group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47064,17 +47239,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="sig sig-object py" id="abacusai.ModificationLockInfo.modification_lock">
-<span class="sig-name descname"><span class="pre">modification_lock</span></span><a class="headerlink" href="#abacusai.ModificationLockInfo.modification_lock" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">modification_lock</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModificationLockInfo.modification_lock" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModificationLockInfo.user_emails">
-<span class="sig-name descname"><span class="pre">user_emails</span></span><a class="headerlink" href="#abacusai.ModificationLockInfo.user_emails" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">user_emails</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModificationLockInfo.user_emails" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ModificationLockInfo.organization_groups">
-<span class="sig-name descname"><span class="pre">organization_groups</span></span><a class="headerlink" href="#abacusai.ModificationLockInfo.organization_groups" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">organization_groups</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ModificationLockInfo.organization_groups" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47122,22 +47297,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Module.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Module.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Module.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Module.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Module.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Module.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.Module.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Module.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Module.hide_module_code">
-<span class="sig-name descname"><span class="pre">hide_module_code</span></span><a class="headerlink" href="#abacusai.Module.hide_module_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">hide_module_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Module.hide_module_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47198,62 +47373,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.MonitorAlert.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.monitor_alert_id">
-<span class="sig-name descname"><span class="pre">monitor_alert_id</span></span><a class="headerlink" href="#abacusai.MonitorAlert.monitor_alert_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_alert_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.monitor_alert_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.MonitorAlert.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.MonitorAlert.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.project_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.model_monitor_id">
-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.MonitorAlert.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.model_monitor_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.realtime_monitor_id">
-<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><a class="headerlink" href="#abacusai.MonitorAlert.realtime_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.realtime_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.condition_config">
-<span class="sig-name descname"><span class="pre">condition_config</span></span><a class="headerlink" href="#abacusai.MonitorAlert.condition_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">condition_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.condition_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.action_config">
-<span class="sig-name descname"><span class="pre">action_config</span></span><a class="headerlink" href="#abacusai.MonitorAlert.action_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.action_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.condition_description">
-<span class="sig-name descname"><span class="pre">condition_description</span></span><a class="headerlink" href="#abacusai.MonitorAlert.condition_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">condition_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.condition_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.action_description">
-<span class="sig-name descname"><span class="pre">action_description</span></span><a class="headerlink" href="#abacusai.MonitorAlert.action_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.action_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><a class="headerlink" href="#abacusai.MonitorAlert.alert_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.alert_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlert.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.MonitorAlert.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlert.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47400,97 +47575,97 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.monitor_alert_version">
-<span class="sig-name descname"><span class="pre">monitor_alert_version</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.monitor_alert_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_alert_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.monitor_alert_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.monitor_alert_id">
-<span class="sig-name descname"><span class="pre">monitor_alert_id</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.monitor_alert_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_alert_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.monitor_alert_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.alerting_started_at">
-<span class="sig-name descname"><span class="pre">alerting_started_at</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.alerting_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerting_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.alerting_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.alerting_completed_at">
-<span class="sig-name descname"><span class="pre">alerting_completed_at</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.alerting_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerting_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.alerting_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.condition_config">
-<span class="sig-name descname"><span class="pre">condition_config</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.condition_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">condition_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.condition_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.action_config">
-<span class="sig-name descname"><span class="pre">action_config</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.alert_result">
-<span class="sig-name descname"><span class="pre">alert_result</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.alert_result" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_result</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.alert_result" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.action_status">
-<span class="sig-name descname"><span class="pre">action_status</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.action_error">
-<span class="sig-name descname"><span class="pre">action_error</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.action_started_at">
-<span class="sig-name descname"><span class="pre">action_started_at</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.action_completed_at">
-<span class="sig-name descname"><span class="pre">action_completed_at</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.condition_description">
-<span class="sig-name descname"><span class="pre">condition_description</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.condition_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">condition_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.condition_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.action_description">
-<span class="sig-name descname"><span class="pre">action_description</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.action_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorAlertVersion.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><a class="headerlink" href="#abacusai.MonitorAlertVersion.alert_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorAlertVersion.alert_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47594,17 +47769,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorDriftAndDistributions.feature_drifts">
-<span class="sig-name descname"><span class="pre">feature_drifts</span></span><a class="headerlink" href="#abacusai.MonitorDriftAndDistributions.feature_drifts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drifts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorDriftAndDistributions.feature_drifts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorDriftAndDistributions.feature_distributions">
-<span class="sig-name descname"><span class="pre">feature_distributions</span></span><a class="headerlink" href="#abacusai.MonitorDriftAndDistributions.feature_distributions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_distributions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorDriftAndDistributions.feature_distributions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.MonitorDriftAndDistributions.nested_drifts">
-<span class="sig-name descname"><span class="pre">nested_drifts</span></span><a class="headerlink" href="#abacusai.MonitorDriftAndDistributions.nested_drifts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_drifts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.MonitorDriftAndDistributions.nested_drifts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47661,22 +47836,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageExplanation.short_explanation">
-<span class="sig-name descname"><span class="pre">short_explanation</span></span><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.short_explanation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">short_explanation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.short_explanation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageExplanation.long_explanation">
-<span class="sig-name descname"><span class="pre">long_explanation</span></span><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.long_explanation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">long_explanation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.long_explanation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageExplanation.is_outdated">
-<span class="sig-name descname"><span class="pre">is_outdated</span></span><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.is_outdated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_outdated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.is_outdated" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NaturalLanguageExplanation.html_explanation">
-<span class="sig-name descname"><span class="pre">html_explanation</span></span><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.html_explanation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">html_explanation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NaturalLanguageExplanation.html_explanation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47726,37 +47901,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeature.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.NestedFeature.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeature.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeature.select_clause">
-<span class="sig-name descname"><span class="pre">select_clause</span></span><a class="headerlink" href="#abacusai.NestedFeature.select_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">select_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeature.select_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeature.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.NestedFeature.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeature.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeature.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.NestedFeature.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeature.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeature.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.NestedFeature.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeature.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeature.source_table">
-<span class="sig-name descname"><span class="pre">source_table</span></span><a class="headerlink" href="#abacusai.NestedFeature.source_table" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeature.source_table" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeature.original_name">
-<span class="sig-name descname"><span class="pre">original_name</span></span><a class="headerlink" href="#abacusai.NestedFeature.original_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">original_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeature.original_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47806,32 +47981,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeatureSchema.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.NestedFeatureSchema.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeatureSchema.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeatureSchema.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.NestedFeatureSchema.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeatureSchema.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeatureSchema.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.NestedFeatureSchema.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeatureSchema.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeatureSchema.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.NestedFeatureSchema.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeatureSchema.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeatureSchema.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.NestedFeatureSchema.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeatureSchema.detected_feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NestedFeatureSchema.source_table">
-<span class="sig-name descname"><span class="pre">source_table</span></span><a class="headerlink" href="#abacusai.NestedFeatureSchema.source_table" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NestedFeatureSchema.source_table" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47887,42 +48062,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.thumbnail_url">
-<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.thumbnail_width">
-<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.thumbnail_height">
-<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.favicon_url">
-<span class="sig-name descname"><span class="pre">favicon_url</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.favicon_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">favicon_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.favicon_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NewsSearchResult.date_published">
-<span class="sig-name descname"><span class="pre">date_published</span></span><a class="headerlink" href="#abacusai.NewsSearchResult.date_published" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">date_published</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NewsSearchResult.date_published" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -47967,12 +48142,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NlpChatResponse.deployment_conversation_id">
-<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><a class="headerlink" href="#abacusai.NlpChatResponse.deployment_conversation_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NlpChatResponse.deployment_conversation_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NlpChatResponse.messages">
-<span class="sig-name descname"><span class="pre">messages</span></span><a class="headerlink" href="#abacusai.NlpChatResponse.messages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">messages</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NlpChatResponse.messages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48019,22 +48194,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NullViolation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.NullViolation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NullViolation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NullViolation.violation">
-<span class="sig-name descname"><span class="pre">violation</span></span><a class="headerlink" href="#abacusai.NullViolation.violation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">violation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NullViolation.violation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NullViolation.training_null_freq">
-<span class="sig-name descname"><span class="pre">training_null_freq</span></span><a class="headerlink" href="#abacusai.NullViolation.training_null_freq" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_null_freq</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NullViolation.training_null_freq" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NullViolation.prediction_null_freq">
-<span class="sig-name descname"><span class="pre">prediction_null_freq</span></span><a class="headerlink" href="#abacusai.NullViolation.prediction_null_freq" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_null_freq</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NullViolation.prediction_null_freq" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48081,22 +48256,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationExternalApplicationSettings.logo">
-<span class="sig-name descname"><span class="pre">logo</span></span><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.logo" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logo</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.logo" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationExternalApplicationSettings.theme">
-<span class="sig-name descname"><span class="pre">theme</span></span><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.theme" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">theme</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.theme" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationExternalApplicationSettings.managed_user_service">
-<span class="sig-name descname"><span class="pre">managed_user_service</span></span><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.managed_user_service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">managed_user_service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.managed_user_service" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationExternalApplicationSettings.passwords_disabled">
-<span class="sig-name descname"><span class="pre">passwords_disabled</span></span><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.passwords_disabled" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">passwords_disabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationExternalApplicationSettings.passwords_disabled" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48145,32 +48320,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationGroup.organization_group_id">
-<span class="sig-name descname"><span class="pre">organization_group_id</span></span><a class="headerlink" href="#abacusai.OrganizationGroup.organization_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">organization_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationGroup.organization_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationGroup.permissions">
-<span class="sig-name descname"><span class="pre">permissions</span></span><a class="headerlink" href="#abacusai.OrganizationGroup.permissions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">permissions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationGroup.permissions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationGroup.group_name">
-<span class="sig-name descname"><span class="pre">group_name</span></span><a class="headerlink" href="#abacusai.OrganizationGroup.group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationGroup.group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationGroup.default_group">
-<span class="sig-name descname"><span class="pre">default_group</span></span><a class="headerlink" href="#abacusai.OrganizationGroup.default_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationGroup.default_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationGroup.admin">
-<span class="sig-name descname"><span class="pre">admin</span></span><a class="headerlink" href="#abacusai.OrganizationGroup.admin" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">admin</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationGroup.admin" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationGroup.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.OrganizationGroup.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationGroup.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48314,12 +48489,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationSearchResult.score">
-<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#abacusai.OrganizationSearchResult.score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationSearchResult.score" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationSearchResult.feature_group_context">
-<span class="sig-name descname"><span class="pre">feature_group_context</span></span><a class="headerlink" href="#abacusai.OrganizationSearchResult.feature_group_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_context</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationSearchResult.feature_group_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48375,17 +48550,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationSecret.secret_key">
-<span class="sig-name descname"><span class="pre">secret_key</span></span><a class="headerlink" href="#abacusai.OrganizationSecret.secret_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">secret_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationSecret.secret_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationSecret.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.OrganizationSecret.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationSecret.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.OrganizationSecret.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.OrganizationSecret.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.OrganizationSecret.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48441,67 +48616,67 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.PageData.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.page">
-<span class="sig-name descname"><span class="pre">page</span></span><a class="headerlink" href="#abacusai.PageData.page" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.page" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.height">
-<span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#abacusai.PageData.height" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">height</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.height" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.width">
-<span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#abacusai.PageData.width" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">width</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.width" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.page_count">
-<span class="sig-name descname"><span class="pre">page_count</span></span><a class="headerlink" href="#abacusai.PageData.page_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.page_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.page_text">
-<span class="sig-name descname"><span class="pre">page_text</span></span><a class="headerlink" href="#abacusai.PageData.page_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.page_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.page_token_start_offset">
-<span class="sig-name descname"><span class="pre">page_token_start_offset</span></span><a class="headerlink" href="#abacusai.PageData.page_token_start_offset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_token_start_offset</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.page_token_start_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.token_count">
-<span class="sig-name descname"><span class="pre">token_count</span></span><a class="headerlink" href="#abacusai.PageData.token_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">token_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.token_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.tokens">
-<span class="sig-name descname"><span class="pre">tokens</span></span><a class="headerlink" href="#abacusai.PageData.tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.tokens" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.extracted_text">
-<span class="sig-name descname"><span class="pre">extracted_text</span></span><a class="headerlink" href="#abacusai.PageData.extracted_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extracted_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.extracted_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.rotation_angle">
-<span class="sig-name descname"><span class="pre">rotation_angle</span></span><a class="headerlink" href="#abacusai.PageData.rotation_angle" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">rotation_angle</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.rotation_angle" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.page_markdown">
-<span class="sig-name descname"><span class="pre">page_markdown</span></span><a class="headerlink" href="#abacusai.PageData.page_markdown" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_markdown</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.page_markdown" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PageData.embedded_text">
-<span class="sig-name descname"><span class="pre">embedded_text</span></span><a class="headerlink" href="#abacusai.PageData.embedded_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embedded_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PageData.embedded_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48558,47 +48733,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.pipeline_name">
-<span class="sig-name descname"><span class="pre">pipeline_name</span></span><a class="headerlink" href="#abacusai.Pipeline.pipeline_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.pipeline_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.Pipeline.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Pipeline.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.Pipeline.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.cron">
-<span class="sig-name descname"><span class="pre">cron</span></span><a class="headerlink" href="#abacusai.Pipeline.cron" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cron</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.cron" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.next_run_time">
-<span class="sig-name descname"><span class="pre">next_run_time</span></span><a class="headerlink" href="#abacusai.Pipeline.next_run_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_run_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.next_run_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.is_prod">
-<span class="sig-name descname"><span class="pre">is_prod</span></span><a class="headerlink" href="#abacusai.Pipeline.is_prod" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_prod</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.is_prod" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.warning">
-<span class="sig-name descname"><span class="pre">warning</span></span><a class="headerlink" href="#abacusai.Pipeline.warning" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">warning</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.warning" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Pipeline.created_by">
-<span class="sig-name descname"><span class="pre">created_by</span></span><a class="headerlink" href="#abacusai.Pipeline.created_by" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_by</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Pipeline.created_by" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -48932,52 +49107,52 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.pipeline_reference_id">
-<span class="sig-name descname"><span class="pre">pipeline_reference_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.pipeline_reference_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_reference_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.pipeline_reference_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.object_type">
-<span class="sig-name descname"><span class="pre">object_type</span></span><a class="headerlink" href="#abacusai.PipelineReference.object_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.object_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.batch_prediction_description_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_description_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.batch_prediction_description_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_description_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.batch_prediction_description_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.model_monitor_id">
-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.model_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineReference.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.PipelineReference.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineReference.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -49033,57 +49208,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.pipeline_step_id">
-<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><a class="headerlink" href="#abacusai.PipelineStep.pipeline_step_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.pipeline_step_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.PipelineStep.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.step_name">
-<span class="sig-name descname"><span class="pre">step_name</span></span><a class="headerlink" href="#abacusai.PipelineStep.step_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.step_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.pipeline_name">
-<span class="sig-name descname"><span class="pre">pipeline_name</span></span><a class="headerlink" href="#abacusai.PipelineStep.pipeline_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.pipeline_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.PipelineStep.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.PipelineStep.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.PipelineStep.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.step_dependencies">
-<span class="sig-name descname"><span class="pre">step_dependencies</span></span><a class="headerlink" href="#abacusai.PipelineStep.step_dependencies" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_dependencies</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.step_dependencies" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.PipelineStep.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.PipelineStep.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStep.timeout">
-<span class="sig-name descname"><span class="pre">timeout</span></span><a class="headerlink" href="#abacusai.PipelineStep.timeout" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStep.timeout" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -49241,87 +49416,87 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.step_name">
-<span class="sig-name descname"><span class="pre">step_name</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.step_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.step_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.pipeline_step_version">
-<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_step_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_step_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.pipeline_step_id">
-<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_step_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_step_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.pipeline_version">
-<span class="sig-name descname"><span class="pre">pipeline_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.pipeline_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.output_errors">
-<span class="sig-name descname"><span class="pre">output_errors</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.output_errors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_errors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.output_errors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.function_variable_mappings">
-<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.function_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.function_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.step_dependencies">
-<span class="sig-name descname"><span class="pre">step_dependencies</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.step_dependencies" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_dependencies</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.step_dependencies" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.output_variable_mappings">
-<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.output_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.output_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersion.timeout">
-<span class="sig-name descname"><span class="pre">timeout</span></span><a class="headerlink" href="#abacusai.PipelineStepVersion.timeout" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersion.timeout" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -49426,22 +49601,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionLogs.step_name">
-<span class="sig-name descname"><span class="pre">step_name</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.step_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.step_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionLogs.pipeline_step_id">
-<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.pipeline_step_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.pipeline_step_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionLogs.pipeline_step_version">
-<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.pipeline_step_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.pipeline_step_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionLogs.logs">
-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionLogs.logs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -49496,62 +49671,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.pipeline_step_version_reference_id">
-<span class="sig-name descname"><span class="pre">pipeline_step_version_reference_id</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.pipeline_step_version_reference_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version_reference_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.pipeline_step_version_reference_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.pipeline_step_version">
-<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.pipeline_step_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.pipeline_step_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.object_type">
-<span class="sig-name descname"><span class="pre">object_type</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.object_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.object_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.deployment_version">
-<span class="sig-name descname"><span class="pre">deployment_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.deployment_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.deployment_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.batch_prediction_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.batch_prediction_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.batch_prediction_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.notebook_version">
-<span class="sig-name descname"><span class="pre">notebook_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.notebook_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.notebook_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineStepVersionReference.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.PipelineStepVersionReference.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineStepVersionReference.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -49605,42 +49780,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.pipeline_name">
-<span class="sig-name descname"><span class="pre">pipeline_name</span></span><a class="headerlink" href="#abacusai.PipelineVersion.pipeline_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.pipeline_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.PipelineVersion.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.pipeline_version">
-<span class="sig-name descname"><span class="pre">pipeline_version</span></span><a class="headerlink" href="#abacusai.PipelineVersion.pipeline_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.pipeline_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.PipelineVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.PipelineVersion.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.completed_at">
-<span class="sig-name descname"><span class="pre">completed_at</span></span><a class="headerlink" href="#abacusai.PipelineVersion.completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.PipelineVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PipelineVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.PipelineVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PipelineVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -49854,12 +50029,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PlaygroundText.playground_text">
-<span class="sig-name descname"><span class="pre">playground_text</span></span><a class="headerlink" href="#abacusai.PlaygroundText.playground_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">playground_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PlaygroundText.playground_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PlaygroundText.rendering_code">
-<span class="sig-name descname"><span class="pre">rendering_code</span></span><a class="headerlink" href="#abacusai.PlaygroundText.rendering_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">rendering_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PlaygroundText.rendering_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -49912,52 +50087,52 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.history_table_name">
-<span class="sig-name descname"><span class="pre">history_table_name</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.history_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.history_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.aggregation_keys">
-<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.aggregation_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.aggregation_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.timestamp_key">
-<span class="sig-name descname"><span class="pre">timestamp_key</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.historical_timestamp_key">
-<span class="sig-name descname"><span class="pre">historical_timestamp_key</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.historical_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">historical_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.historical_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.lookback_window_seconds">
-<span class="sig-name descname"><span class="pre">lookback_window_seconds</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_window_seconds" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window_seconds</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_window_seconds" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.lookback_window_lag_seconds">
-<span class="sig-name descname"><span class="pre">lookback_window_lag_seconds</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_window_lag_seconds" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window_lag_seconds</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_window_lag_seconds" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.lookback_count">
-<span class="sig-name descname"><span class="pre">lookback_count</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.lookback_until_position">
-<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_until_position" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.lookback_until_position" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.expression">
-<span class="sig-name descname"><span class="pre">expression</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.expression" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeature.group_name">
-<span class="sig-name descname"><span class="pre">group_name</span></span><a class="headerlink" href="#abacusai.PointInTimeFeature.group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeature.group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -50002,12 +50177,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeatureInfo.expression">
-<span class="sig-name descname"><span class="pre">expression</span></span><a class="headerlink" href="#abacusai.PointInTimeFeatureInfo.expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeatureInfo.expression" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeFeatureInfo.group_name">
-<span class="sig-name descname"><span class="pre">group_name</span></span><a class="headerlink" href="#abacusai.PointInTimeFeatureInfo.group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeFeatureInfo.group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -50061,52 +50236,52 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.group_name">
-<span class="sig-name descname"><span class="pre">group_name</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.window_key">
-<span class="sig-name descname"><span class="pre">window_key</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.window_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.window_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.aggregation_keys">
-<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.aggregation_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.aggregation_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.lookback_window">
-<span class="sig-name descname"><span class="pre">lookback_window</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_window" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_window" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.lookback_window_lag">
-<span class="sig-name descname"><span class="pre">lookback_window_lag</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_window_lag" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window_lag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_window_lag" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.lookback_count">
-<span class="sig-name descname"><span class="pre">lookback_count</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.lookback_until_position">
-<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_until_position" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.lookback_until_position" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.history_table_name">
-<span class="sig-name descname"><span class="pre">history_table_name</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.history_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.history_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.history_window_key">
-<span class="sig-name descname"><span class="pre">history_window_key</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.history_window_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_window_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.history_window_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroup.history_aggregation_keys">
-<span class="sig-name descname"><span class="pre">history_aggregation_keys</span></span><a class="headerlink" href="#abacusai.PointInTimeGroup.history_aggregation_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_aggregation_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroup.history_aggregation_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -50158,22 +50333,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroupFeature.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroupFeature.expression">
-<span class="sig-name descname"><span class="pre">expression</span></span><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.expression" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroupFeature.pit_operation_type">
-<span class="sig-name descname"><span class="pre">pit_operation_type</span></span><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.pit_operation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pit_operation_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.pit_operation_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PointInTimeGroupFeature.pit_operation_config">
-<span class="sig-name descname"><span class="pre">pit_operation_config</span></span><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.pit_operation_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pit_operation_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PointInTimeGroupFeature.pit_operation_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -51325,14 +51500,13 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.PredictionClient.start_autonomous_agent">
-<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.PredictionClient.start_autonomous_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.PredictionClient.start_autonomous_agent" title="Link to this definition"></a></dt>
 <dd><p>Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The deployment token used to authenticate access to created deployments. This token is only authorized to predict on deployments in this project, making it safe to embed this model in an application or website.</p></li>
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment created under the project.</p></li>
-<li><p><strong>deployment_conversation_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment conversation used for the conversation.</p></li>
 <li><p><strong>arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><em>list</em></a>) – Positional arguments to the agent execute function.</p></li>
 <li><p><strong>keyword_arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>) – A dictionary where each ‘key’ represents the parameter name and its corresponding ‘value’ represents the value of that parameter for the agent execute function.</p></li>
 <li><p><strong>save_conversations</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – If true then a new conversation will be created for every run of the workflow associated with the agent.</p></li>
@@ -51383,27 +51557,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionDataset.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.PredictionDataset.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionDataset.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionDataset.dataset_type">
-<span class="sig-name descname"><span class="pre">dataset_type</span></span><a class="headerlink" href="#abacusai.PredictionDataset.dataset_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionDataset.dataset_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionDataset.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.PredictionDataset.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionDataset.dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionDataset.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.PredictionDataset.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionDataset.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionDataset.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.PredictionDataset.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionDataset.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -51451,27 +51625,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionFeatureGroup.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.PredictionFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionFeatureGroup.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.PredictionFeatureGroup.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionFeatureGroup.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionFeatureGroup.dataset_type">
-<span class="sig-name descname"><span class="pre">dataset_type</span></span><a class="headerlink" href="#abacusai.PredictionFeatureGroup.dataset_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionFeatureGroup.dataset_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionFeatureGroup.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.PredictionFeatureGroup.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionFeatureGroup.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionFeatureGroup.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.PredictionFeatureGroup.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionFeatureGroup.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -51518,12 +51692,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionInput.feature_group_dataset_ids">
-<span class="sig-name descname"><span class="pre">feature_group_dataset_ids</span></span><a class="headerlink" href="#abacusai.PredictionInput.feature_group_dataset_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_dataset_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionInput.feature_group_dataset_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionInput.dataset_id_remap">
-<span class="sig-name descname"><span class="pre">dataset_id_remap</span></span><a class="headerlink" href="#abacusai.PredictionInput.dataset_id_remap" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id_remap</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionInput.dataset_id_remap" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -51581,27 +51755,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionLogRecord.request_id">
-<span class="sig-name descname"><span class="pre">request_id</span></span><a class="headerlink" href="#abacusai.PredictionLogRecord.request_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">request_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionLogRecord.request_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionLogRecord.query">
-<span class="sig-name descname"><span class="pre">query</span></span><a class="headerlink" href="#abacusai.PredictionLogRecord.query" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionLogRecord.query" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionLogRecord.query_time_ms">
-<span class="sig-name descname"><span class="pre">query_time_ms</span></span><a class="headerlink" href="#abacusai.PredictionLogRecord.query_time_ms" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query_time_ms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionLogRecord.query_time_ms" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionLogRecord.timestamp_ms">
-<span class="sig-name descname"><span class="pre">timestamp_ms</span></span><a class="headerlink" href="#abacusai.PredictionLogRecord.timestamp_ms" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_ms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionLogRecord.timestamp_ms" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionLogRecord.response">
-<span class="sig-name descname"><span class="pre">response</span></span><a class="headerlink" href="#abacusai.PredictionLogRecord.response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionLogRecord.response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -51660,67 +51834,67 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.PredictionOperator.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.prediction_operator_id">
-<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><a class="headerlink" href="#abacusai.PredictionOperator.prediction_operator_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.prediction_operator_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.PredictionOperator.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.PredictionOperator.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.PredictionOperator.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.predict_function_name">
-<span class="sig-name descname"><span class="pre">predict_function_name</span></span><a class="headerlink" href="#abacusai.PredictionOperator.predict_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.predict_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.PredictionOperator.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.initialize_function_name">
-<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><a class="headerlink" href="#abacusai.PredictionOperator.initialize_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.initialize_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.PredictionOperator.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.PredictionOperator.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.PredictionOperator.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.feature_group_ids">
-<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><a class="headerlink" href="#abacusai.PredictionOperator.feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperator.feature_group_table_names">
-<span class="sig-name descname"><span class="pre">feature_group_table_names</span></span><a class="headerlink" href="#abacusai.PredictionOperator.feature_group_table_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_table_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperator.feature_group_table_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -51910,57 +52084,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.prediction_operator_id">
-<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.prediction_operator_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.prediction_operator_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.prediction_operator_version">
-<span class="sig-name descname"><span class="pre">prediction_operator_version</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.prediction_operator_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.prediction_operator_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.feature_group_ids">
-<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.feature_group_versions">
-<span class="sig-name descname"><span class="pre">feature_group_versions</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.feature_group_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.feature_group_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PredictionOperatorVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.PredictionOperatorVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PredictionOperatorVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -52023,22 +52197,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProblemType.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.ProblemType.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProblemType.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProblemType.required_feature_group_type">
-<span class="sig-name descname"><span class="pre">required_feature_group_type</span></span><a class="headerlink" href="#abacusai.ProblemType.required_feature_group_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required_feature_group_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProblemType.required_feature_group_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProblemType.optional_feature_group_types">
-<span class="sig-name descname"><span class="pre">optional_feature_group_types</span></span><a class="headerlink" href="#abacusai.ProblemType.optional_feature_group_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">optional_feature_group_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProblemType.optional_feature_group_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProblemType.use_cases_support_custom_algorithm">
-<span class="sig-name descname"><span class="pre">use_cases_support_custom_algorithm</span></span><a class="headerlink" href="#abacusai.ProblemType.use_cases_support_custom_algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_cases_support_custom_algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProblemType.use_cases_support_custom_algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -52087,32 +52261,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Project.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.Project.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Project.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Project.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Project.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Project.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Project.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.Project.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Project.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Project.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.Project.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Project.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Project.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Project.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Project.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Project.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.Project.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Project.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53059,7 +53233,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.ProjectConfig.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectConfig.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53159,187 +53333,187 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.modification_lock">
-<span class="sig-name descname"><span class="pre">modification_lock</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.modification_lock" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">modification_lock</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.modification_lock" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.feature_group_source_type">
-<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.table_name">
-<span class="sig-name descname"><span class="pre">table_name</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.function_source_code">
-<span class="sig-name descname"><span class="pre">function_source_code</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.function_source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.function_source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.source_tables">
-<span class="sig-name descname"><span class="pre">source_tables</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.source_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.source_tables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.sql_error">
-<span class="sig-name descname"><span class="pre">sql_error</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.sql_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.sql_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.latest_version_outdated">
-<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.referenced_feature_groups">
-<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.primary_key">
-<span class="sig-name descname"><span class="pre">primary_key</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.primary_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.primary_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.update_timestamp_key">
-<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.lookup_keys">
-<span class="sig-name descname"><span class="pre">lookup_keys</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.streaming_enabled">
-<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.incremental">
-<span class="sig-name descname"><span class="pre">incremental</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.incremental" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.incremental" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.merge_config">
-<span class="sig-name descname"><span class="pre">merge_config</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.merge_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.merge_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.sampling_config">
-<span class="sig-name descname"><span class="pre">sampling_config</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.sampling_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sampling_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.sampling_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.streaming_ready">
-<span class="sig-name descname"><span class="pre">streaming_ready</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_ready</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.feature_tags">
-<span class="sig-name descname"><span class="pre">feature_tags</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.module_name">
-<span class="sig-name descname"><span class="pre">module_name</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.module_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">module_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.module_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.template_bindings">
-<span class="sig-name descname"><span class="pre">template_bindings</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.template_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.template_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.feature_expression">
-<span class="sig-name descname"><span class="pre">feature_expression</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_expression" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.use_original_csv_names">
-<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.python_function_bindings">
-<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.python_function_name">
-<span class="sig-name descname"><span class="pre">python_function_name</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.python_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.python_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.version_limit">
-<span class="sig-name descname"><span class="pre">version_limit</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.version_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">version_limit</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.version_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.export_on_materialization">
-<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroup.feature_group_type">
-<span class="sig-name descname"><span class="pre">feature_group_type</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_group_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroup.feature_group_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53461,7 +53635,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroupSchema.nested_schema">
-<span class="sig-name descname"><span class="pre">nested_schema</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroupSchema.nested_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_schema</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroupSchema.nested_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53520,7 +53694,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectFeatureGroupSchemaVersion.schema_version">
-<span class="sig-name descname"><span class="pre">schema_version</span></span><a class="headerlink" href="#abacusai.ProjectFeatureGroupSchemaVersion.schema_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">schema_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectFeatureGroupSchemaVersion.schema_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53566,17 +53740,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectValidation.valid">
-<span class="sig-name descname"><span class="pre">valid</span></span><a class="headerlink" href="#abacusai.ProjectValidation.valid" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">valid</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectValidation.valid" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectValidation.dataset_errors">
-<span class="sig-name descname"><span class="pre">dataset_errors</span></span><a class="headerlink" href="#abacusai.ProjectValidation.dataset_errors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_errors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectValidation.dataset_errors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectValidation.column_hints">
-<span class="sig-name descname"><span class="pre">column_hints</span></span><a class="headerlink" href="#abacusai.ProjectValidation.column_hints" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">column_hints</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ProjectValidation.column_hints" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53629,47 +53803,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.PythonFunction.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.PythonFunction.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.PythonFunction.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.function_variable_mappings">
-<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><a class="headerlink" href="#abacusai.PythonFunction.function_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.function_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.output_variable_mappings">
-<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><a class="headerlink" href="#abacusai.PythonFunction.output_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.output_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.PythonFunction.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.PythonFunction.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.function_type">
-<span class="sig-name descname"><span class="pre">function_type</span></span><a class="headerlink" href="#abacusai.PythonFunction.function_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.function_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonFunction.package_requirements">
-<span class="sig-name descname"><span class="pre">package_requirements</span></span><a class="headerlink" href="#abacusai.PythonFunction.package_requirements" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">package_requirements</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonFunction.package_requirements" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53771,47 +53945,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.function_variable_mappings">
-<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.function_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.function_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.function_type">
-<span class="sig-name descname"><span class="pre">function_type</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.function_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.function_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.plot_name">
-<span class="sig-name descname"><span class="pre">plot_name</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.plot_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">plot_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.plot_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.PythonPlotFunction.graph_reference_id">
-<span class="sig-name descname"><span class="pre">graph_reference_id</span></span><a class="headerlink" href="#abacusai.PythonPlotFunction.graph_reference_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">graph_reference_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.PythonPlotFunction.graph_reference_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53866,37 +54040,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RangeViolation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.RangeViolation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RangeViolation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RangeViolation.training_min">
-<span class="sig-name descname"><span class="pre">training_min</span></span><a class="headerlink" href="#abacusai.RangeViolation.training_min" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_min</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RangeViolation.training_min" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RangeViolation.training_max">
-<span class="sig-name descname"><span class="pre">training_max</span></span><a class="headerlink" href="#abacusai.RangeViolation.training_max" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_max</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RangeViolation.training_max" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RangeViolation.prediction_min">
-<span class="sig-name descname"><span class="pre">prediction_min</span></span><a class="headerlink" href="#abacusai.RangeViolation.prediction_min" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_min</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RangeViolation.prediction_min" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RangeViolation.prediction_max">
-<span class="sig-name descname"><span class="pre">prediction_max</span></span><a class="headerlink" href="#abacusai.RangeViolation.prediction_max" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_max</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RangeViolation.prediction_max" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RangeViolation.freq_above_training_range">
-<span class="sig-name descname"><span class="pre">freq_above_training_range</span></span><a class="headerlink" href="#abacusai.RangeViolation.freq_above_training_range" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">freq_above_training_range</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RangeViolation.freq_above_training_range" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RangeViolation.freq_below_training_range">
-<span class="sig-name descname"><span class="pre">freq_below_training_range</span></span><a class="headerlink" href="#abacusai.RangeViolation.freq_below_training_range" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">freq_below_training_range</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RangeViolation.freq_below_training_range" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -53945,32 +54119,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RealtimeMonitor.realtime_monitor_id">
-<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><a class="headerlink" href="#abacusai.RealtimeMonitor.realtime_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RealtimeMonitor.realtime_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RealtimeMonitor.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.RealtimeMonitor.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RealtimeMonitor.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RealtimeMonitor.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.RealtimeMonitor.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RealtimeMonitor.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RealtimeMonitor.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.RealtimeMonitor.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RealtimeMonitor.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RealtimeMonitor.lookback_time">
-<span class="sig-name descname"><span class="pre">lookback_time</span></span><a class="headerlink" href="#abacusai.RealtimeMonitor.lookback_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RealtimeMonitor.lookback_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RealtimeMonitor.realtime_monitor_schedule">
-<span class="sig-name descname"><span class="pre">realtime_monitor_schedule</span></span><a class="headerlink" href="#abacusai.RealtimeMonitor.realtime_monitor_schedule" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">realtime_monitor_schedule</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RealtimeMonitor.realtime_monitor_schedule" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54088,62 +54262,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.refresh_pipeline_run_id">
-<span class="sig-name descname"><span class="pre">refresh_pipeline_run_id</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.refresh_pipeline_run_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_pipeline_run_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.refresh_pipeline_run_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.refresh_policy_id">
-<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.refresh_policy_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.refresh_policy_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.started_at">
-<span class="sig-name descname"><span class="pre">started_at</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.completed_at">
-<span class="sig-name descname"><span class="pre">completed_at</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.refresh_type">
-<span class="sig-name descname"><span class="pre">refresh_type</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.refresh_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.refresh_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.dataset_versions">
-<span class="sig-name descname"><span class="pre">dataset_versions</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.dataset_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.dataset_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.model_versions">
-<span class="sig-name descname"><span class="pre">model_versions</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.model_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.model_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.deployment_versions">
-<span class="sig-name descname"><span class="pre">deployment_versions</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.deployment_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.deployment_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPipelineRun.batch_predictions">
-<span class="sig-name descname"><span class="pre">batch_predictions</span></span><a class="headerlink" href="#abacusai.RefreshPipelineRun.batch_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_predictions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPipelineRun.batch_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54265,87 +54439,87 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.refresh_policy_id">
-<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.refresh_policy_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.refresh_policy_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.cron">
-<span class="sig-name descname"><span class="pre">cron</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.cron" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cron</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.cron" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.next_run_time">
-<span class="sig-name descname"><span class="pre">next_run_time</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.next_run_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_run_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.next_run_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.refresh_type">
-<span class="sig-name descname"><span class="pre">refresh_type</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.refresh_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.refresh_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.dataset_ids">
-<span class="sig-name descname"><span class="pre">dataset_ids</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.dataset_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.dataset_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.model_ids">
-<span class="sig-name descname"><span class="pre">model_ids</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.model_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.model_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.deployment_ids">
-<span class="sig-name descname"><span class="pre">deployment_ids</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.batch_prediction_ids">
-<span class="sig-name descname"><span class="pre">batch_prediction_ids</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.batch_prediction_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.batch_prediction_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.model_monitor_ids">
-<span class="sig-name descname"><span class="pre">model_monitor_ids</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.model_monitor_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.model_monitor_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.paused">
-<span class="sig-name descname"><span class="pre">paused</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.paused" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">paused</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.paused" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.prediction_operator_id">
-<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.prediction_operator_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.prediction_operator_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshPolicy.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.RefreshPolicy.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshPolicy.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54511,27 +54685,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshSchedule.refresh_policy_id">
-<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><a class="headerlink" href="#abacusai.RefreshSchedule.refresh_policy_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshSchedule.refresh_policy_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshSchedule.next_run_time">
-<span class="sig-name descname"><span class="pre">next_run_time</span></span><a class="headerlink" href="#abacusai.RefreshSchedule.next_run_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_run_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshSchedule.next_run_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshSchedule.cron">
-<span class="sig-name descname"><span class="pre">cron</span></span><a class="headerlink" href="#abacusai.RefreshSchedule.cron" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cron</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshSchedule.cron" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshSchedule.refresh_type">
-<span class="sig-name descname"><span class="pre">refresh_type</span></span><a class="headerlink" href="#abacusai.RefreshSchedule.refresh_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshSchedule.refresh_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RefreshSchedule.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.RefreshSchedule.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RefreshSchedule.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54576,12 +54750,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RegenerateLlmExternalApplication.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.RegenerateLlmExternalApplication.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RegenerateLlmExternalApplication.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RegenerateLlmExternalApplication.external_application_id">
-<span class="sig-name descname"><span class="pre">external_application_id</span></span><a class="headerlink" href="#abacusai.RegenerateLlmExternalApplication.external_application_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RegenerateLlmExternalApplication.external_application_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54629,27 +54803,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ResolvedFeatureGroupTemplate.feature_group_template_id">
-<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ResolvedFeatureGroupTemplate.resolved_variables">
-<span class="sig-name descname"><span class="pre">resolved_variables</span></span><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.resolved_variables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">resolved_variables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.resolved_variables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ResolvedFeatureGroupTemplate.resolved_sql">
-<span class="sig-name descname"><span class="pre">resolved_sql</span></span><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.resolved_sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">resolved_sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.resolved_sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ResolvedFeatureGroupTemplate.template_sql">
-<span class="sig-name descname"><span class="pre">template_sql</span></span><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ResolvedFeatureGroupTemplate.sql_error">
-<span class="sig-name descname"><span class="pre">sql_error</span></span><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.sql_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ResolvedFeatureGroupTemplate.sql_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54700,42 +54874,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.id">
-<span class="sig-name descname"><span class="pre">id</span></span><a class="headerlink" href="#abacusai.RoutingAction.id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.RoutingAction.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.prompt">
-<span class="sig-name descname"><span class="pre">prompt</span></span><a class="headerlink" href="#abacusai.RoutingAction.prompt" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prompt</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.prompt" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.placeholder">
-<span class="sig-name descname"><span class="pre">placeholder</span></span><a class="headerlink" href="#abacusai.RoutingAction.placeholder" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">placeholder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.placeholder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.RoutingAction.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.display_name">
-<span class="sig-name descname"><span class="pre">display_name</span></span><a class="headerlink" href="#abacusai.RoutingAction.display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.is_large">
-<span class="sig-name descname"><span class="pre">is_large</span></span><a class="headerlink" href="#abacusai.RoutingAction.is_large" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_large</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.is_large" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RoutingAction.is_medium">
-<span class="sig-name descname"><span class="pre">is_medium</span></span><a class="headerlink" href="#abacusai.RoutingAction.is_medium" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_medium</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.RoutingAction.is_medium" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54787,37 +54961,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Schema.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.Schema.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Schema.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Schema.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.Schema.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Schema.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Schema.detected_feature_mapping">
-<span class="sig-name descname"><span class="pre">detected_feature_mapping</span></span><a class="headerlink" href="#abacusai.Schema.detected_feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Schema.detected_feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Schema.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.Schema.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Schema.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Schema.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.Schema.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Schema.detected_feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Schema.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.Schema.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Schema.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Schema.detected_data_type">
-<span class="sig-name descname"><span class="pre">detected_data_type</span></span><a class="headerlink" href="#abacusai.Schema.detected_data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Schema.detected_data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -54872,12 +55046,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingAuthToken.streaming_token">
-<span class="sig-name descname"><span class="pre">streaming_token</span></span><a class="headerlink" href="#abacusai.StreamingAuthToken.streaming_token" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingAuthToken.streaming_token" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingAuthToken.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.StreamingAuthToken.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingAuthToken.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55017,32 +55191,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingConnector.streaming_connector_id">
-<span class="sig-name descname"><span class="pre">streaming_connector_id</span></span><a class="headerlink" href="#abacusai.StreamingConnector.streaming_connector_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingConnector.streaming_connector_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingConnector.service">
-<span class="sig-name descname"><span class="pre">service</span></span><a class="headerlink" href="#abacusai.StreamingConnector.service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingConnector.service" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingConnector.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.StreamingConnector.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingConnector.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingConnector.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.StreamingConnector.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingConnector.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingConnector.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.StreamingConnector.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingConnector.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingConnector.auth">
-<span class="sig-name descname"><span class="pre">auth</span></span><a class="headerlink" href="#abacusai.StreamingConnector.auth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auth</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingConnector.auth" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55120,12 +55294,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingRowCount.count">
-<span class="sig-name descname"><span class="pre">count</span></span><a class="headerlink" href="#abacusai.StreamingRowCount.count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingRowCount.count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingRowCount.start_ts_ms">
-<span class="sig-name descname"><span class="pre">start_ts_ms</span></span><a class="headerlink" href="#abacusai.StreamingRowCount.start_ts_ms" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_ts_ms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingRowCount.start_ts_ms" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55171,17 +55345,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingSampleCode.python">
-<span class="sig-name descname"><span class="pre">python</span></span><a class="headerlink" href="#abacusai.StreamingSampleCode.python" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingSampleCode.python" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingSampleCode.curl">
-<span class="sig-name descname"><span class="pre">curl</span></span><a class="headerlink" href="#abacusai.StreamingSampleCode.curl" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">curl</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingSampleCode.curl" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.StreamingSampleCode.console">
-<span class="sig-name descname"><span class="pre">console</span></span><a class="headerlink" href="#abacusai.StreamingSampleCode.console" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">console</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.StreamingSampleCode.console" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55226,7 +55400,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TemplateNodeDetails.notebook_code">
-<span class="sig-name descname"><span class="pre">notebook_code</span></span><a class="headerlink" href="#abacusai.TemplateNodeDetails.notebook_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TemplateNodeDetails.notebook_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55280,32 +55454,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TestPointPredictions.count">
-<span class="sig-name descname"><span class="pre">count</span></span><a class="headerlink" href="#abacusai.TestPointPredictions.count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TestPointPredictions.count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TestPointPredictions.columns">
-<span class="sig-name descname"><span class="pre">columns</span></span><a class="headerlink" href="#abacusai.TestPointPredictions.columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TestPointPredictions.columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TestPointPredictions.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.TestPointPredictions.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TestPointPredictions.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TestPointPredictions.metrics_columns">
-<span class="sig-name descname"><span class="pre">metrics_columns</span></span><a class="headerlink" href="#abacusai.TestPointPredictions.metrics_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TestPointPredictions.metrics_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TestPointPredictions.summarized_metrics">
-<span class="sig-name descname"><span class="pre">summarized_metrics</span></span><a class="headerlink" href="#abacusai.TestPointPredictions.summarized_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summarized_metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TestPointPredictions.summarized_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TestPointPredictions.error_description">
-<span class="sig-name descname"><span class="pre">error_description</span></span><a class="headerlink" href="#abacusai.TestPointPredictions.error_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TestPointPredictions.error_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55356,42 +55530,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.voice_id">
-<span class="sig-name descname"><span class="pre">voice_id</span></span><a class="headerlink" href="#abacusai.ToneDetails.voice_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">voice_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.voice_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.ToneDetails.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.gender">
-<span class="sig-name descname"><span class="pre">gender</span></span><a class="headerlink" href="#abacusai.ToneDetails.gender" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">gender</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.gender" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.language">
-<span class="sig-name descname"><span class="pre">language</span></span><a class="headerlink" href="#abacusai.ToneDetails.language" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">language</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.language" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.age">
-<span class="sig-name descname"><span class="pre">age</span></span><a class="headerlink" href="#abacusai.ToneDetails.age" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">age</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.age" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.accent">
-<span class="sig-name descname"><span class="pre">accent</span></span><a class="headerlink" href="#abacusai.ToneDetails.accent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">accent</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.accent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.ToneDetails.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ToneDetails.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.ToneDetails.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.ToneDetails.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55445,57 +55619,57 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.value_type">
-<span class="sig-name descname"><span class="pre">value_type</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.value_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.value_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.value_options">
-<span class="sig-name descname"><span class="pre">value_options</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.value_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.value_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.options">
-<span class="sig-name descname"><span class="pre">options</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.last_model_value">
-<span class="sig-name descname"><span class="pre">last_model_value</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.last_model_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">last_model_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.last_model_value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TrainingConfigOptions.needs_refresh">
-<span class="sig-name descname"><span class="pre">needs_refresh</span></span><a class="headerlink" href="#abacusai.TrainingConfigOptions.needs_refresh" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">needs_refresh</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TrainingConfigOptions.needs_refresh" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55545,37 +55719,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TwitterSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.TwitterSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TwitterSearchResult.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TwitterSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.TwitterSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TwitterSearchResult.url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TwitterSearchResult.twitter_name">
-<span class="sig-name descname"><span class="pre">twitter_name</span></span><a class="headerlink" href="#abacusai.TwitterSearchResult.twitter_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">twitter_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TwitterSearchResult.twitter_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TwitterSearchResult.twitter_handle">
-<span class="sig-name descname"><span class="pre">twitter_handle</span></span><a class="headerlink" href="#abacusai.TwitterSearchResult.twitter_handle" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">twitter_handle</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TwitterSearchResult.twitter_handle" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TwitterSearchResult.thumbnail_url">
-<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><a class="headerlink" href="#abacusai.TwitterSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TwitterSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TwitterSearchResult.thumbnail_width">
-<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><a class="headerlink" href="#abacusai.TwitterSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TwitterSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.TwitterSearchResult.thumbnail_height">
-<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><a class="headerlink" href="#abacusai.TwitterSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.TwitterSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55628,52 +55802,52 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.upload_id">
-<span class="sig-name descname"><span class="pre">upload_id</span></span><a class="headerlink" href="#abacusai.Upload.upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.dataset_upload_id">
-<span class="sig-name descname"><span class="pre">dataset_upload_id</span></span><a class="headerlink" href="#abacusai.Upload.dataset_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.dataset_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.Upload.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.Upload.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.Upload.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.Upload.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.Upload.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.batch_prediction_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><a class="headerlink" href="#abacusai.Upload.batch_prediction_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.batch_prediction_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.parts">
-<span class="sig-name descname"><span class="pre">parts</span></span><a class="headerlink" href="#abacusai.Upload.parts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">parts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.parts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Upload.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Upload.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Upload.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55863,12 +56037,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UploadPart.etag">
-<span class="sig-name descname"><span class="pre">etag</span></span><a class="headerlink" href="#abacusai.UploadPart.etag" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">etag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UploadPart.etag" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UploadPart.md5">
-<span class="sig-name descname"><span class="pre">md5</span></span><a class="headerlink" href="#abacusai.UploadPart.md5" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">md5</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UploadPart.md5" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55915,22 +56089,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCase.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.UseCase.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCase.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCase.pretty_name">
-<span class="sig-name descname"><span class="pre">pretty_name</span></span><a class="headerlink" href="#abacusai.UseCase.pretty_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pretty_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCase.pretty_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCase.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.UseCase.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCase.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCase.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.UseCase.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCase.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -55980,37 +56154,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCaseRequirements.dataset_type">
-<span class="sig-name descname"><span class="pre">dataset_type</span></span><a class="headerlink" href="#abacusai.UseCaseRequirements.dataset_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCaseRequirements.dataset_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCaseRequirements.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.UseCaseRequirements.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCaseRequirements.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCaseRequirements.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.UseCaseRequirements.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCaseRequirements.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCaseRequirements.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.UseCaseRequirements.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCaseRequirements.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCaseRequirements.multi">
-<span class="sig-name descname"><span class="pre">multi</span></span><a class="headerlink" href="#abacusai.UseCaseRequirements.multi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">multi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCaseRequirements.multi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCaseRequirements.allowed_feature_mappings">
-<span class="sig-name descname"><span class="pre">allowed_feature_mappings</span></span><a class="headerlink" href="#abacusai.UseCaseRequirements.allowed_feature_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">allowed_feature_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCaseRequirements.allowed_feature_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UseCaseRequirements.allowed_nested_feature_mappings">
-<span class="sig-name descname"><span class="pre">allowed_nested_feature_mappings</span></span><a class="headerlink" href="#abacusai.UseCaseRequirements.allowed_nested_feature_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">allowed_nested_feature_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UseCaseRequirements.allowed_nested_feature_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56058,22 +56232,22 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.User.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.User.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.User.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.User.email">
-<span class="sig-name descname"><span class="pre">email</span></span><a class="headerlink" href="#abacusai.User.email" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.User.email" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.User.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.User.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.User.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.User.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.User.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.User.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56124,17 +56298,17 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UserException.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.UserException.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UserException.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UserException.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.UserException.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UserException.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.UserException.traceback">
-<span class="sig-name descname"><span class="pre">traceback</span></span><a class="headerlink" href="#abacusai.UserException.traceback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">traceback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.UserException.traceback" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56179,12 +56353,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VideoGenSettings.model">
-<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#abacusai.VideoGenSettings.model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VideoGenSettings.model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VideoGenSettings.settings">
-<span class="sig-name descname"><span class="pre">settings</span></span><a class="headerlink" href="#abacusai.VideoGenSettings.settings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">settings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VideoGenSettings.settings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56232,27 +56406,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VideoSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.VideoSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VideoSearchResult.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VideoSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.VideoSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VideoSearchResult.url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VideoSearchResult.thumbnail_url">
-<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><a class="headerlink" href="#abacusai.VideoSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VideoSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VideoSearchResult.motion_thumbnail_url">
-<span class="sig-name descname"><span class="pre">motion_thumbnail_url</span></span><a class="headerlink" href="#abacusai.VideoSearchResult.motion_thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">motion_thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VideoSearchResult.motion_thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.VideoSearchResult.embed_url">
-<span class="sig-name descname"><span class="pre">embed_url</span></span><a class="headerlink" href="#abacusai.VideoSearchResult.embed_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embed_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.VideoSearchResult.embed_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56346,37 +56520,37 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WebSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.WebSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WebSearchResult.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WebSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.WebSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WebSearchResult.url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WebSearchResult.snippet">
-<span class="sig-name descname"><span class="pre">snippet</span></span><a class="headerlink" href="#abacusai.WebSearchResult.snippet" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">snippet</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WebSearchResult.snippet" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WebSearchResult.news">
-<span class="sig-name descname"><span class="pre">news</span></span><a class="headerlink" href="#abacusai.WebSearchResult.news" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">news</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WebSearchResult.news" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WebSearchResult.place">
-<span class="sig-name descname"><span class="pre">place</span></span><a class="headerlink" href="#abacusai.WebSearchResult.place" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">place</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WebSearchResult.place" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WebSearchResult.entity">
-<span class="sig-name descname"><span class="pre">entity</span></span><a class="headerlink" href="#abacusai.WebSearchResult.entity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">entity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WebSearchResult.entity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WebSearchResult.content">
-<span class="sig-name descname"><span class="pre">content</span></span><a class="headerlink" href="#abacusai.WebSearchResult.content" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">content</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WebSearchResult.content" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56425,32 +56599,32 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Webhook.webhook_id">
-<span class="sig-name descname"><span class="pre">webhook_id</span></span><a class="headerlink" href="#abacusai.Webhook.webhook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">webhook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Webhook.webhook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Webhook.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.Webhook.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Webhook.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Webhook.endpoint">
-<span class="sig-name descname"><span class="pre">endpoint</span></span><a class="headerlink" href="#abacusai.Webhook.endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Webhook.endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Webhook.webhook_event_type">
-<span class="sig-name descname"><span class="pre">webhook_event_type</span></span><a class="headerlink" href="#abacusai.Webhook.webhook_event_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">webhook_event_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Webhook.webhook_event_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Webhook.payload_template">
-<span class="sig-name descname"><span class="pre">payload_template</span></span><a class="headerlink" href="#abacusai.Webhook.payload_template" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">payload_template</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Webhook.payload_template" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.Webhook.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.Webhook.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.Webhook.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56561,42 +56735,42 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.workflow_node_template_id">
-<span class="sig-name descname"><span class="pre">workflow_node_template_id</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.workflow_node_template_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">workflow_node_template_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.workflow_node_template_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.package_requirements">
-<span class="sig-name descname"><span class="pre">package_requirements</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.package_requirements" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">package_requirements</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.package_requirements" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.WorkflowNodeTemplate.additional_configs">
-<span class="sig-name descname"><span class="pre">additional_configs</span></span><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.additional_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.WorkflowNodeTemplate.additional_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -56642,7 +56816,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py data">
 <dt class="sig sig-object py" id="abacusai.__version__">
-<span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">__version__</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.4.21'</span></em><a class="headerlink" href="#abacusai.__version__" title="Link to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">__version__</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.4.22'</span></em><a class="headerlink" href="#abacusai.__version__" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </section>
diff --git a/docs/autoapi/abacusai/indexing_config/index.html b/docs/autoapi/abacusai/indexing_config/index.html
index 3ebfa692..a38d0403 100644
--- a/docs/autoapi/abacusai/indexing_config/index.html
+++ b/docs/autoapi/abacusai/indexing_config/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.indexing_config.IndexingConfig.primary_key">
-<span class="sig-name descname"><span class="pre">primary_key</span></span><a class="headerlink" href="#abacusai.indexing_config.IndexingConfig.primary_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.indexing_config.IndexingConfig.primary_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.indexing_config.IndexingConfig.update_timestamp_key">
-<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><a class="headerlink" href="#abacusai.indexing_config.IndexingConfig.update_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.indexing_config.IndexingConfig.update_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.indexing_config.IndexingConfig.lookup_keys">
-<span class="sig-name descname"><span class="pre">lookup_keys</span></span><a class="headerlink" href="#abacusai.indexing_config.IndexingConfig.lookup_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.indexing_config.IndexingConfig.lookup_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html b/docs/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html
index 821f36c8..b6e335a9 100644
--- a/docs/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html
+++ b/docs/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/inferred_feature_mappings/index.html b/docs/autoapi/abacusai/inferred_feature_mappings/index.html
index 202895e3..a1ac6953 100644
--- a/docs/autoapi/abacusai/inferred_feature_mappings/index.html
+++ b/docs/autoapi/abacusai/inferred_feature_mappings/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,7 +345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.InferredFeatureMappings.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.inferred_feature_mappings.InferredFeatureMappings.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.inferred_feature_mappings.InferredFeatureMappings.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/item_statistics/index.html b/docs/autoapi/abacusai/item_statistics/index.html
index f1e6c7ea..74572768 100644
--- a/docs/autoapi/abacusai/item_statistics/index.html
+++ b/docs/autoapi/abacusai/item_statistics/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,57 +354,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.missing_percent">
-<span class="sig-name descname"><span class="pre">missing_percent</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.missing_percent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">missing_percent</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.missing_percent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.count">
-<span class="sig-name descname"><span class="pre">count</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.median">
-<span class="sig-name descname"><span class="pre">median</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.median" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">median</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.median" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.mean">
-<span class="sig-name descname"><span class="pre">mean</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.mean" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mean</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.mean" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.p10">
-<span class="sig-name descname"><span class="pre">p10</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.p10" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">p10</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.p10" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.p90">
-<span class="sig-name descname"><span class="pre">p90</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.p90" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">p90</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.p90" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.stddev">
-<span class="sig-name descname"><span class="pre">stddev</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.stddev" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">stddev</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.stddev" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.min">
-<span class="sig-name descname"><span class="pre">min</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.min" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">min</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.min" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.max">
-<span class="sig-name descname"><span class="pre">max</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.max" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">max</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.max" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.lower_bound">
-<span class="sig-name descname"><span class="pre">lower_bound</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.lower_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lower_bound</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.lower_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics.upper_bound">
-<span class="sig-name descname"><span class="pre">upper_bound</span></span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.upper_bound" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">upper_bound</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics.upper_bound" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/llm_app/index.html b/docs/autoapi/abacusai/llm_app/index.html
index 4d497b85..493543b1 100644
--- a/docs/autoapi/abacusai/llm_app/index.html
+++ b/docs/autoapi/abacusai/llm_app/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.llm_app_id">
-<span class="sig-name descname"><span class="pre">llm_app_id</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.llm_app_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_app_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.llm_app_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.llm_app.LlmApp.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_app.LlmApp.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/llm_code_block/index.html b/docs/autoapi/abacusai/llm_code_block/index.html
index 8b000e86..218c1637 100644
--- a/docs/autoapi/abacusai/llm_code_block/index.html
+++ b/docs/autoapi/abacusai/llm_code_block/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">language</span></span><a class="headerlink" href="#abacusai.llm_code_block.LlmCodeBlock.language" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_code_block.LlmCodeBlock.code" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">valid</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_code_block.LlmCodeBlock.valid" title="Link to this definition"></a></dt>
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+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_execution_preview.LlmExecutionPreview.error" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_execution_preview.LlmExecutionPreview.sql" title="Link to this definition"></a></dt>
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+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_execution_result.LlmExecutionResult.status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_execution_result.LlmExecutionResult.error" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
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+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_generated_code.LlmGeneratedCode.sql" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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-<span class="sig-name descname"><span class="pre">content</span></span><a class="headerlink" href="#abacusai.llm_input.LlmInput.content" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">content</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_input.LlmInput.content" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
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+<span class="sig-name descname"><span class="pre">parameters</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_parameters.LlmParameters.parameters" title="Link to this definition"></a></dt>
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+++ b/docs/autoapi/abacusai/llm_response/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
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-<span class="sig-name descname"><span class="pre">content</span></span><a class="headerlink" href="#abacusai.llm_response.LlmResponse.content" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">content</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_response.LlmResponse.content" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">stop_reason</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_response.LlmResponse.stop_reason" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">llm_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_response.LlmResponse.llm_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">input_tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_response.LlmResponse.input_tokens" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">output_tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_response.LlmResponse.output_tokens" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">total_tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.llm_response.LlmResponse.total_tokens" title="Link to this definition"></a></dt>
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@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/messaging_connector_response/index.html b/docs/autoapi/abacusai/messaging_connector_response/index.html
index f06e74d1..296bd324 100644
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@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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 <dt class="sig sig-object py" id="abacusai.messaging_connector_response.MessagingConnectorResponse.welcome_message">
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+<span class="sig-name descname"><span class="pre">welcome_message</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.welcome_message" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.messaging_connector_response.MessagingConnectorResponse.default_message">
-<span class="sig-name descname"><span class="pre">default_message</span></span><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.default_message" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_message</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.default_message" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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-<span class="sig-name descname"><span class="pre">disclaimer</span></span><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.disclaimer" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">disclaimer</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.disclaimer" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">messaging_bot_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.messaging_bot_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.messaging_connector_response.MessagingConnectorResponse.use_default_label">
-<span class="sig-name descname"><span class="pre">use_default_label</span></span><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.use_default_label" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_default_label</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.use_default_label" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">init_ack_req</span></span><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.init_ack_req" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">init_ack_req</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.init_ack_req" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.messaging_connector_response.MessagingConnectorResponse.default_labels">
-<span class="sig-name descname"><span class="pre">default_labels</span></span><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.default_labels" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_labels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.default_labels" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">enabled_external_links</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse.enabled_external_links" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/model/index.html b/docs/autoapi/abacusai/model/index.html
index ff73d5f3..6c556a91 100644
--- a/docs/autoapi/abacusai/model/index.html
+++ b/docs/autoapi/abacusai/model/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -377,142 +378,142 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.model.Model.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.name" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.model.Model.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.model.Model.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.model_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_config_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.model_config_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_prediction_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.model_prediction_config" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.model.Model.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.model.Model.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.project_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">shared</span></span><a class="headerlink" href="#abacusai.model.Model.shared" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">shared</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.shared" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">shared_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.shared_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">train_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.train_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.predict_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">predict_many_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.predict_many_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.initialize_function_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">training_input_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.training_input_tables" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.source_code" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.cpu_size" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">training_feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.training_feature_group_ids" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">algorithm_model_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.algorithm_model_configs" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">training_vector_store_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.training_vector_store_versions" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">document_retrievers</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.document_retrievers" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">document_retriever_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.document_retriever_ids" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">is_python_model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.is_python_model" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">custom_algorithm_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.custom_algorithm_configs" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">restricted_algorithms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.restricted_algorithms" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.model.Model.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.use_gpu" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model.Model.notebook_id" title="Link to this definition"></a></dt>
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+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
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+<span class="sig-name descname"><span class="pre">model_artifacts_export_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_artifacts_export.ModelArtifactsExport.model_artifacts_export_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_artifacts_export.ModelArtifactsExport.model_version" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">output_location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_artifacts_export.ModelArtifactsExport.output_location" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_artifacts_export.ModelArtifactsExport.status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_artifacts_export.ModelArtifactsExport.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">export_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_artifacts_export.ModelArtifactsExport.export_completed_at" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_blueprint_export.ModelBlueprintExport.model_version" title="Link to this definition"></a></dt>
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index a47f59aa..90285aa1 100644
--- a/docs/autoapi/abacusai/model_blueprint_stage/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">stage_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_blueprint_stage.ModelBlueprintStage.stage_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_blueprint_stage.ModelBlueprintStage.display_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_blueprint_stage.ModelBlueprintStage.description" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">params</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_blueprint_stage.ModelBlueprintStage.params" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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-<span class="sig-name descname"><span class="pre">location</span></span><a class="headerlink" href="#abacusai.model_location.ModelLocation.location" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">location</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_location.ModelLocation.location" title="Link to this definition"></a></dt>
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--- a/docs/autoapi/abacusai/model_metrics/index.html
+++ b/docs/autoapi/abacusai/model_metrics/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">selected_algorithm_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.selected_algorithm_name" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_metrics.ModelMetrics.metric_names">
-<span class="sig-name descname"><span class="pre">metric_names</span></span><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.metric_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.metric_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_metrics.ModelMetrics.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.target_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.target_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_metrics.ModelMetrics.train_val_test_split">
-<span class="sig-name descname"><span class="pre">train_val_test_split</span></span><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.train_val_test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">train_val_test_split</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.train_val_test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_metrics.ModelMetrics.training_completed_at">
-<span class="sig-name descname"><span class="pre">training_completed_at</span></span><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.training_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics.training_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/model_monitor/index.html b/docs/autoapi/abacusai/model_monitor/index.html
index 76fc6672..4c487a46 100644
--- a/docs/autoapi/abacusai/model_monitor/index.html
+++ b/docs/autoapi/abacusai/model_monitor/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -370,132 +371,132 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.model_monitor_id">
-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.model_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.training_feature_group_id">
-<span class="sig-name descname"><span class="pre">training_feature_group_id</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.prediction_feature_group_id">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_id</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.prediction_feature_group_version">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.training_feature_group_version">
-<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.alert_config">
-<span class="sig-name descname"><span class="pre">alert_config</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.alert_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.alert_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.bias_metric_id">
-<span class="sig-name descname"><span class="pre">bias_metric_id</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.bias_metric_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bias_metric_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.bias_metric_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.metric_configs">
-<span class="sig-name descname"><span class="pre">metric_configs</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.metric_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.metric_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.feature_group_monitor_configs">
-<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.feature_group_monitor_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.feature_group_monitor_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.metric_types">
-<span class="sig-name descname"><span class="pre">metric_types</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.metric_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.metric_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.starred">
-<span class="sig-name descname"><span class="pre">starred</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.starred" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">starred</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.starred" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.batch_prediction_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.batch_prediction_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.batch_prediction_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.monitor_type">
-<span class="sig-name descname"><span class="pre">monitor_type</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.monitor_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.monitor_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.eda_configs">
-<span class="sig-name descname"><span class="pre">eda_configs</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.eda_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.eda_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.training_forecast_config">
-<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.prediction_forecast_config">
-<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.training_feature_group_sampling">
-<span class="sig-name descname"><span class="pre">training_feature_group_sampling</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_feature_group_sampling" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_sampling</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_feature_group_sampling" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.prediction_feature_group_sampling">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_sampling</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_feature_group_sampling" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_sampling</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_feature_group_sampling" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.monitor_drift_config">
-<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.monitor_drift_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.monitor_drift_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.prediction_data_use_mappings">
-<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.prediction_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor.training_data_use_mappings">
-<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor.training_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/model_monitor_org_summary/index.html b/docs/autoapi/abacusai/model_monitor_org_summary/index.html
index 9fa6cbd2..f1af153b 100644
--- a/docs/autoapi/abacusai/model_monitor_org_summary/index.html
+++ b/docs/autoapi/abacusai/model_monitor_org_summary/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.summary">
-<span class="sig-name descname"><span class="pre">summary</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.summary" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summary</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.summary" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.feature_drift">
-<span class="sig-name descname"><span class="pre">feature_drift</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.feature_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.feature_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.label_drift">
-<span class="sig-name descname"><span class="pre">label_drift</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.label_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">label_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.label_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.data_integrity">
-<span class="sig-name descname"><span class="pre">data_integrity</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.data_integrity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.data_integrity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.performance">
-<span class="sig-name descname"><span class="pre">performance</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.performance" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">performance</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.performance" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.alerts">
-<span class="sig-name descname"><span class="pre">alerts</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.alerts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.alerts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.monitor_data">
-<span class="sig-name descname"><span class="pre">monitor_data</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.monitor_data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.monitor_data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.total_starred_monitors">
-<span class="sig-name descname"><span class="pre">total_starred_monitors</span></span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.total_starred_monitors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">total_starred_monitors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.total_starred_monitors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/model_monitor_summary/index.html b/docs/autoapi/abacusai/model_monitor_summary/index.html
index 97ebc065..9eeb5255 100644
--- a/docs/autoapi/abacusai/model_monitor_summary/index.html
+++ b/docs/autoapi/abacusai/model_monitor_summary/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary.ModelMonitorSummary.model_accuracy">
-<span class="sig-name descname"><span class="pre">model_accuracy</span></span><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.model_accuracy" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_accuracy</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.model_accuracy" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary.ModelMonitorSummary.model_drift">
-<span class="sig-name descname"><span class="pre">model_drift</span></span><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.model_drift" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_drift</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.model_drift" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary.ModelMonitorSummary.data_integrity">
-<span class="sig-name descname"><span class="pre">data_integrity</span></span><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.data_integrity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_integrity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.data_integrity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary.ModelMonitorSummary.bias_violations">
-<span class="sig-name descname"><span class="pre">bias_violations</span></span><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.bias_violations" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">bias_violations</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.bias_violations" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary.ModelMonitorSummary.alerts">
-<span class="sig-name descname"><span class="pre">alerts</span></span><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.alerts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary.alerts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html b/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html
index 7477f361..ba71f9f6 100644
--- a/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html
+++ b/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg.infos">
-<span class="sig-name descname"><span class="pre">infos</span></span><a class="headerlink" href="#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg.infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg.infos" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/model_monitor_version/index.html b/docs/autoapi/abacusai/model_monitor_version/index.html
index 8f287a96..6a9e3bbe 100644
--- a/docs/autoapi/abacusai/model_monitor_version/index.html
+++ b/docs/autoapi/abacusai/model_monitor_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -364,112 +365,112 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.model_monitor_id">
-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.model_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.monitoring_started_at">
-<span class="sig-name descname"><span class="pre">monitoring_started_at</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.monitoring_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitoring_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.monitoring_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.monitoring_completed_at">
-<span class="sig-name descname"><span class="pre">monitoring_completed_at</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.monitoring_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitoring_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.monitoring_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.training_feature_group_version">
-<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.training_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.training_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.prediction_feature_group_version">
-<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.prediction_feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.prediction_feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.pending_deployment_ids">
-<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pending_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.pending_deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.failed_deployment_ids">
-<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.metric_configs">
-<span class="sig-name descname"><span class="pre">metric_configs</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.metric_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.metric_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.feature_group_monitor_configs">
-<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.feature_group_monitor_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_monitor_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.feature_group_monitor_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.metric_types">
-<span class="sig-name descname"><span class="pre">metric_types</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.metric_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.metric_types" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.batch_prediction_version">
-<span class="sig-name descname"><span class="pre">batch_prediction_version</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.batch_prediction_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.batch_prediction_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.eda_configs">
-<span class="sig-name descname"><span class="pre">eda_configs</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.eda_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">eda_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.eda_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.training_forecast_config">
-<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.training_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.training_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.prediction_forecast_config">
-<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.prediction_forecast_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_forecast_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.prediction_forecast_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.forecast_frequency">
-<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.forecast_frequency" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forecast_frequency</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.forecast_frequency" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.monitor_drift_config">
-<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.monitor_drift_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_drift_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.monitor_drift_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.prediction_data_use_mappings">
-<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.prediction_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.prediction_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion.training_data_use_mappings">
-<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.training_data_use_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_data_use_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion.training_data_use_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/model_monitor_version_metric_data/index.html b/docs/autoapi/abacusai/model_monitor_version_metric_data/index.html
index 4f1b4df3..caf2b2ed 100644
--- a/docs/autoapi/abacusai/model_monitor_version_metric_data/index.html
+++ b/docs/autoapi/abacusai/model_monitor_version_metric_data/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,57 +354,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.algo_name">
-<span class="sig-name descname"><span class="pre">algo_name</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.algo_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">algo_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.algo_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.model_monitor">
-<span class="sig-name descname"><span class="pre">model_monitor</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.model_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.model_monitor" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_infos">
-<span class="sig-name descname"><span class="pre">metric_infos</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_infos" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_infos</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_infos" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_names">
-<span class="sig-name descname"><span class="pre">metric_names</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metrics">
-<span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_charts">
-<span class="sig-name descname"><span class="pre">metric_charts</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_charts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metric_charts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.metric_charts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.other_metrics">
-<span class="sig-name descname"><span class="pre">other_metrics</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.other_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">other_metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.other_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.actual_values_supported_for_drilldown">
-<span class="sig-name descname"><span class="pre">actual_values_supported_for_drilldown</span></span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.actual_values_supported_for_drilldown" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">actual_values_supported_for_drilldown</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData.actual_values_supported_for_drilldown" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/model_training_type_for_deployment/index.html b/docs/autoapi/abacusai/model_training_type_for_deployment/index.html
index d2ca88f7..5b0ef9dc 100644
--- a/docs/autoapi/abacusai/model_training_type_for_deployment/index.html
+++ b/docs/autoapi/abacusai/model_training_type_for_deployment/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment.label">
-<span class="sig-name descname"><span class="pre">label</span></span><a class="headerlink" href="#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment.label" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">label</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment.label" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment.value" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/model_upload/index.html b/docs/autoapi/abacusai/model_upload/index.html
index a5606f07..28cbf990 100644
--- a/docs/autoapi/abacusai/model_upload/index.html
+++ b/docs/autoapi/abacusai/model_upload/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -357,77 +358,77 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_version" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.created_at">
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.model_upload_id">
-<span class="sig-name descname"><span class="pre">model_upload_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.embeddings_upload_id">
-<span class="sig-name descname"><span class="pre">embeddings_upload_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.embeddings_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embeddings_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.embeddings_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.artifacts_upload_id">
-<span class="sig-name descname"><span class="pre">artifacts_upload_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.artifacts_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">artifacts_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.artifacts_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.verifications_upload_id">
-<span class="sig-name descname"><span class="pre">verifications_upload_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.verifications_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">verifications_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.verifications_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.default_items_upload_id">
-<span class="sig-name descname"><span class="pre">default_items_upload_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.default_items_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_items_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.default_items_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.model_file_upload_id">
-<span class="sig-name descname"><span class="pre">model_file_upload_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_file_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_file_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_file_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.model_state_upload_id">
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+<span class="sig-name descname"><span class="pre">model_state_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.model_state_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.input_preprocessor_upload_id">
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+<span class="sig-name descname"><span class="pre">input_preprocessor_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.input_preprocessor_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.requirements_upload_id">
-<span class="sig-name descname"><span class="pre">requirements_upload_id</span></span><a class="headerlink" href="#abacusai.model_upload.ModelUpload.requirements_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">requirements_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.requirements_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.resources_upload_id">
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+<span class="sig-name descname"><span class="pre">resources_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.resources_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload.multi_catalog_embeddings_upload_id">
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+<span class="sig-name descname"><span class="pre">multi_catalog_embeddings_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_upload.ModelUpload.multi_catalog_embeddings_upload_id" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/model_version/index.html b/docs/autoapi/abacusai/model_version/index.html
index 14488fec..b3d1b97d 100644
--- a/docs/autoapi/abacusai/model_version/index.html
+++ b/docs/autoapi/abacusai/model_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -374,147 +375,147 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
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 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.model_version">
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+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.model_config_type">
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+<span class="sig-name descname"><span class="pre">model_config_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.model_config_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.status">
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+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.model_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.model_prediction_config">
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 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.training_started_at">
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 <dl class="py attribute">
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.feature_group_versions">
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+<span class="sig-name descname"><span class="pre">feature_group_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.feature_group_versions" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.custom_algorithms">
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.builtin_algorithms">
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.model_version.ModelVersion.error" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.failed_deployment_ids">
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+<span class="sig-name descname"><span class="pre">failed_deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.failed_deployment_ids" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.cpu_size">
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+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.cpu_size" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.model_version.ModelVersion.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.memory" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.automl_complete">
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+<span class="sig-name descname"><span class="pre">training_feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.training_feature_group_ids" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">training_document_retriever_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.training_document_retriever_versions" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">document_retriever_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.document_retriever_mappings" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">best_algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.best_algorithm" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">default_algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.default_algorithm" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_analysis_status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.feature_analysis_status" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">data_cluster_info</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.data_cluster_info" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion.custom_algorithm_configs">
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+<span class="sig-name descname"><span class="pre">custom_algorithm_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.custom_algorithm_configs" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">trained_model_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.trained_model_types" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.use_gpu" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_feature_group_schema_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.model_feature_group_schema_mappings" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">training_config_updated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version.ModelVersion.training_config_updated" title="Link to this definition"></a></dt>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema.feature_group_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema.feature_group_name" title="Link to this definition"></a></dt>
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+++ b/docs/autoapi/abacusai/modification_lock_info/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">modification_lock</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.modification_lock_info.ModificationLockInfo.modification_lock" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/module/index.html b/docs/autoapi/abacusai/module/index.html
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--- a/docs/autoapi/abacusai/module/index.html
+++ b/docs/autoapi/abacusai/module/index.html
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.module.Module.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">hide_module_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.module.Module.hide_module_code" title="Link to this definition"></a></dt>
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--- a/docs/autoapi/abacusai/monitor_alert/index.html
+++ b/docs/autoapi/abacusai/monitor_alert/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.model_monitor_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.realtime_monitor_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">condition_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.condition_config" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">action_config</span></span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.action_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.action_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlert.condition_description">
-<span class="sig-name descname"><span class="pre">condition_description</span></span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.condition_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">condition_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.condition_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlert.action_description">
-<span class="sig-name descname"><span class="pre">action_description</span></span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.action_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.action_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlert.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.alert_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.alert_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlert.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/monitor_alert_version/index.html b/docs/autoapi/abacusai/monitor_alert_version/index.html
index c982ba62..f29b3288 100644
--- a/docs/autoapi/abacusai/monitor_alert_version/index.html
+++ b/docs/autoapi/abacusai/monitor_alert_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -361,97 +362,97 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.monitor_alert_version">
-<span class="sig-name descname"><span class="pre">monitor_alert_version</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.monitor_alert_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_alert_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.monitor_alert_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.monitor_alert_id">
-<span class="sig-name descname"><span class="pre">monitor_alert_id</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.monitor_alert_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">monitor_alert_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.monitor_alert_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.alerting_started_at">
-<span class="sig-name descname"><span class="pre">alerting_started_at</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alerting_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerting_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alerting_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.alerting_completed_at">
-<span class="sig-name descname"><span class="pre">alerting_completed_at</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alerting_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alerting_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alerting_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.condition_config">
-<span class="sig-name descname"><span class="pre">condition_config</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.condition_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">condition_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.condition_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.action_config">
-<span class="sig-name descname"><span class="pre">action_config</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.alert_result">
-<span class="sig-name descname"><span class="pre">alert_result</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alert_result" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_result</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alert_result" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.action_status">
-<span class="sig-name descname"><span class="pre">action_status</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.action_error">
-<span class="sig-name descname"><span class="pre">action_error</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.action_started_at">
-<span class="sig-name descname"><span class="pre">action_started_at</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.action_completed_at">
-<span class="sig-name descname"><span class="pre">action_completed_at</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.condition_description">
-<span class="sig-name descname"><span class="pre">condition_description</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.condition_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">condition_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.condition_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.action_description">
-<span class="sig-name descname"><span class="pre">action_description</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">action_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.action_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alert_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion.alert_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/monitor_drift_and_distributions/index.html b/docs/autoapi/abacusai/monitor_drift_and_distributions/index.html
index 3d6bae3e..bcba7b2c 100644
--- a/docs/autoapi/abacusai/monitor_drift_and_distributions/index.html
+++ b/docs/autoapi/abacusai/monitor_drift_and_distributions/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,17 +348,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.feature_drifts">
-<span class="sig-name descname"><span class="pre">feature_drifts</span></span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.feature_drifts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_drifts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.feature_drifts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.feature_distributions">
-<span class="sig-name descname"><span class="pre">feature_distributions</span></span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.feature_distributions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_distributions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.feature_distributions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.nested_drifts">
-<span class="sig-name descname"><span class="pre">nested_drifts</span></span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.nested_drifts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_drifts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.nested_drifts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/natural_language_explanation/index.html b/docs/autoapi/abacusai/natural_language_explanation/index.html
index 65e83f98..0c9dc781 100644
--- a/docs/autoapi/abacusai/natural_language_explanation/index.html
+++ b/docs/autoapi/abacusai/natural_language_explanation/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.natural_language_explanation.NaturalLanguageExplanation.short_explanation">
-<span class="sig-name descname"><span class="pre">short_explanation</span></span><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.short_explanation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">short_explanation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.short_explanation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.natural_language_explanation.NaturalLanguageExplanation.long_explanation">
-<span class="sig-name descname"><span class="pre">long_explanation</span></span><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.long_explanation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">long_explanation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.long_explanation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.natural_language_explanation.NaturalLanguageExplanation.is_outdated">
-<span class="sig-name descname"><span class="pre">is_outdated</span></span><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.is_outdated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_outdated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.is_outdated" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.natural_language_explanation.NaturalLanguageExplanation.html_explanation">
-<span class="sig-name descname"><span class="pre">html_explanation</span></span><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.html_explanation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">html_explanation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation.html_explanation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/nested_feature/index.html b/docs/autoapi/abacusai/nested_feature/index.html
index 475e6028..7bccaa80 100644
--- a/docs/autoapi/abacusai/nested_feature/index.html
+++ b/docs/autoapi/abacusai/nested_feature/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature.select_clause">
-<span class="sig-name descname"><span class="pre">select_clause</span></span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.select_clause" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">select_clause</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.select_clause" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature.source_table">
-<span class="sig-name descname"><span class="pre">source_table</span></span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.source_table" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.source_table" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature.original_name">
-<span class="sig-name descname"><span class="pre">original_name</span></span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.original_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">original_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature.NestedFeature.original_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/nested_feature_schema/index.html b/docs/autoapi/abacusai/nested_feature_schema/index.html
index 5d805ee1..7c9aef77 100644
--- a/docs/autoapi/abacusai/nested_feature_schema/index.html
+++ b/docs/autoapi/abacusai/nested_feature_schema/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,32 +350,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature_schema.NestedFeatureSchema.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature_schema.NestedFeatureSchema.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature_schema.NestedFeatureSchema.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature_schema.NestedFeatureSchema.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature_schema.NestedFeatureSchema.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.detected_feature_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nested_feature_schema.NestedFeatureSchema.source_table">
-<span class="sig-name descname"><span class="pre">source_table</span></span><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.source_table" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_table</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema.source_table" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/news_search_result/index.html b/docs/autoapi/abacusai/news_search_result/index.html
index 2911194b..c56ebec7 100644
--- a/docs/autoapi/abacusai/news_search_result/index.html
+++ b/docs/autoapi/abacusai/news_search_result/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.thumbnail_url">
-<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.thumbnail_width">
-<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.thumbnail_height">
-<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.favicon_url">
-<span class="sig-name descname"><span class="pre">favicon_url</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.favicon_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">favicon_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.favicon_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.news_search_result.NewsSearchResult.date_published">
-<span class="sig-name descname"><span class="pre">date_published</span></span><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.date_published" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">date_published</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.news_search_result.NewsSearchResult.date_published" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/nlp_chat_response/index.html b/docs/autoapi/abacusai/nlp_chat_response/index.html
index a59adcc7..253c67f3 100644
--- a/docs/autoapi/abacusai/nlp_chat_response/index.html
+++ b/docs/autoapi/abacusai/nlp_chat_response/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nlp_chat_response.NlpChatResponse.deployment_conversation_id">
-<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><a class="headerlink" href="#abacusai.nlp_chat_response.NlpChatResponse.deployment_conversation_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_conversation_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nlp_chat_response.NlpChatResponse.deployment_conversation_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.nlp_chat_response.NlpChatResponse.messages">
-<span class="sig-name descname"><span class="pre">messages</span></span><a class="headerlink" href="#abacusai.nlp_chat_response.NlpChatResponse.messages" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">messages</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.nlp_chat_response.NlpChatResponse.messages" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/null_violation/index.html b/docs/autoapi/abacusai/null_violation/index.html
index 1d5eea8a..9737e8d5 100644
--- a/docs/autoapi/abacusai/null_violation/index.html
+++ b/docs/autoapi/abacusai/null_violation/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.null_violation.NullViolation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.null_violation.NullViolation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.null_violation.NullViolation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.null_violation.NullViolation.violation">
-<span class="sig-name descname"><span class="pre">violation</span></span><a class="headerlink" href="#abacusai.null_violation.NullViolation.violation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">violation</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.null_violation.NullViolation.violation" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.null_violation.NullViolation.training_null_freq">
-<span class="sig-name descname"><span class="pre">training_null_freq</span></span><a class="headerlink" href="#abacusai.null_violation.NullViolation.training_null_freq" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_null_freq</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.null_violation.NullViolation.training_null_freq" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.null_violation.NullViolation.prediction_null_freq">
-<span class="sig-name descname"><span class="pre">prediction_null_freq</span></span><a class="headerlink" href="#abacusai.null_violation.NullViolation.prediction_null_freq" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_null_freq</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.null_violation.NullViolation.prediction_null_freq" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/organization_external_application_settings/index.html b/docs/autoapi/abacusai/organization_external_application_settings/index.html
index bc318666..b3cbad01 100644
--- a/docs/autoapi/abacusai/organization_external_application_settings/index.html
+++ b/docs/autoapi/abacusai/organization_external_application_settings/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.logo">
-<span class="sig-name descname"><span class="pre">logo</span></span><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.logo" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logo</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.logo" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.theme">
-<span class="sig-name descname"><span class="pre">theme</span></span><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.theme" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">theme</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.theme" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.managed_user_service">
-<span class="sig-name descname"><span class="pre">managed_user_service</span></span><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.managed_user_service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">managed_user_service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.managed_user_service" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.passwords_disabled">
-<span class="sig-name descname"><span class="pre">passwords_disabled</span></span><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.passwords_disabled" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">passwords_disabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.passwords_disabled" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/organization_group/index.html b/docs/autoapi/abacusai/organization_group/index.html
index d5a683df..40f4f5c3 100644
--- a/docs/autoapi/abacusai/organization_group/index.html
+++ b/docs/autoapi/abacusai/organization_group/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_group.OrganizationGroup.organization_group_id">
-<span class="sig-name descname"><span class="pre">organization_group_id</span></span><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.organization_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">organization_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.organization_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_group.OrganizationGroup.permissions">
-<span class="sig-name descname"><span class="pre">permissions</span></span><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.permissions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">permissions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.permissions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_group.OrganizationGroup.group_name">
-<span class="sig-name descname"><span class="pre">group_name</span></span><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.group_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_group.OrganizationGroup.default_group">
-<span class="sig-name descname"><span class="pre">default_group</span></span><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.default_group" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default_group</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.default_group" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_group.OrganizationGroup.admin">
-<span class="sig-name descname"><span class="pre">admin</span></span><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.admin" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">admin</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.admin" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_group.OrganizationGroup.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/organization_search_result/index.html b/docs/autoapi/abacusai/organization_search_result/index.html
index 73f43d60..a2867348 100644
--- a/docs/autoapi/abacusai/organization_search_result/index.html
+++ b/docs/autoapi/abacusai/organization_search_result/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,12 +347,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_search_result.OrganizationSearchResult.score">
-<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#abacusai.organization_search_result.OrganizationSearchResult.score" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_search_result.OrganizationSearchResult.score" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_search_result.OrganizationSearchResult.feature_group_context">
-<span class="sig-name descname"><span class="pre">feature_group_context</span></span><a class="headerlink" href="#abacusai.organization_search_result.OrganizationSearchResult.feature_group_context" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_context</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_search_result.OrganizationSearchResult.feature_group_context" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/organization_secret/index.html b/docs/autoapi/abacusai/organization_secret/index.html
index 29f3497c..22929079 100644
--- a/docs/autoapi/abacusai/organization_secret/index.html
+++ b/docs/autoapi/abacusai/organization_secret/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_secret.OrganizationSecret.secret_key">
-<span class="sig-name descname"><span class="pre">secret_key</span></span><a class="headerlink" href="#abacusai.organization_secret.OrganizationSecret.secret_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">secret_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_secret.OrganizationSecret.secret_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_secret.OrganizationSecret.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.organization_secret.OrganizationSecret.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_secret.OrganizationSecret.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.organization_secret.OrganizationSecret.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.organization_secret.OrganizationSecret.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.organization_secret.OrganizationSecret.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/page_data/index.html b/docs/autoapi/abacusai/page_data/index.html
index 9fed9e23..01fd5d60 100644
--- a/docs/autoapi/abacusai/page_data/index.html
+++ b/docs/autoapi/abacusai/page_data/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -355,67 +356,67 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.doc_id">
-<span class="sig-name descname"><span class="pre">doc_id</span></span><a class="headerlink" href="#abacusai.page_data.PageData.doc_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">doc_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.doc_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.page">
-<span class="sig-name descname"><span class="pre">page</span></span><a class="headerlink" href="#abacusai.page_data.PageData.page" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.page" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.height">
-<span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#abacusai.page_data.PageData.height" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">height</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.height" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.width">
-<span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#abacusai.page_data.PageData.width" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">width</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.width" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">page_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.page_count" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.page_text">
-<span class="sig-name descname"><span class="pre">page_text</span></span><a class="headerlink" href="#abacusai.page_data.PageData.page_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.page_text" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.page_token_start_offset">
-<span class="sig-name descname"><span class="pre">page_token_start_offset</span></span><a class="headerlink" href="#abacusai.page_data.PageData.page_token_start_offset" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_token_start_offset</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.page_token_start_offset" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.token_count">
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+<span class="sig-name descname"><span class="pre">token_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.token_count" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.tokens">
-<span class="sig-name descname"><span class="pre">tokens</span></span><a class="headerlink" href="#abacusai.page_data.PageData.tokens" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tokens</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.tokens" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.extracted_text">
-<span class="sig-name descname"><span class="pre">extracted_text</span></span><a class="headerlink" href="#abacusai.page_data.PageData.extracted_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">extracted_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.extracted_text" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData.rotation_angle">
-<span class="sig-name descname"><span class="pre">rotation_angle</span></span><a class="headerlink" href="#abacusai.page_data.PageData.rotation_angle" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">rotation_angle</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.rotation_angle" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.page_data.PageData.page_markdown">
-<span class="sig-name descname"><span class="pre">page_markdown</span></span><a class="headerlink" href="#abacusai.page_data.PageData.page_markdown" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_markdown</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.page_markdown" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">embedded_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.page_data.PageData.embedded_text" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/pipeline/index.html b/docs/autoapi/abacusai/pipeline/index.html
index 6181e746..4a6025b4 100644
--- a/docs/autoapi/abacusai/pipeline/index.html
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@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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+<span class="sig-name descname"><span class="pre">pipeline_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.pipeline_name" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.pipeline_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.notebook_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">cron</span></span><a class="headerlink" href="#abacusai.pipeline.Pipeline.cron" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cron</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.cron" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.pipeline.Pipeline.next_run_time">
-<span class="sig-name descname"><span class="pre">next_run_time</span></span><a class="headerlink" href="#abacusai.pipeline.Pipeline.next_run_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_run_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.next_run_time" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline.Pipeline.is_prod">
-<span class="sig-name descname"><span class="pre">is_prod</span></span><a class="headerlink" href="#abacusai.pipeline.Pipeline.is_prod" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_prod</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.is_prod" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline.Pipeline.warning">
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+<span class="sig-name descname"><span class="pre">warning</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline.Pipeline.warning" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/pipeline_reference/index.html b/docs/autoapi/abacusai/pipeline_reference/index.html
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--- a/docs/autoapi/abacusai/pipeline_reference/index.html
+++ b/docs/autoapi/abacusai/pipeline_reference/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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+<span class="sig-name descname"><span class="pre">pipeline_reference_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.pipeline_reference_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.pipeline_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">object_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.object_type" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.dataset_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.model_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.deployment_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">batch_prediction_description_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.batch_prediction_description_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.model_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.model_monitor_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.notebook_id" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference.feature_group_id" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/pipeline_step/index.html b/docs/autoapi/abacusai/pipeline_step/index.html
index 7e308c10..2449c741 100644
--- a/docs/autoapi/abacusai/pipeline_step/index.html
+++ b/docs/autoapi/abacusai/pipeline_step/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -355,57 +356,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.pipeline_step_id">
-<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.pipeline_step_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.pipeline_step_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.step_name">
-<span class="sig-name descname"><span class="pre">step_name</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.step_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.step_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.pipeline_name">
-<span class="sig-name descname"><span class="pre">pipeline_name</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.pipeline_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.pipeline_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.step_dependencies">
-<span class="sig-name descname"><span class="pre">step_dependencies</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.step_dependencies" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_dependencies</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.step_dependencies" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep.timeout">
-<span class="sig-name descname"><span class="pre">timeout</span></span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.timeout" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep.timeout" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/pipeline_step_version/index.html b/docs/autoapi/abacusai/pipeline_step_version/index.html
index 00e17e7e..26739d5e 100644
--- a/docs/autoapi/abacusai/pipeline_step_version/index.html
+++ b/docs/autoapi/abacusai/pipeline_step_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -361,87 +362,87 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.step_name">
-<span class="sig-name descname"><span class="pre">step_name</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.step_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.step_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.pipeline_step_version">
-<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_step_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_step_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.pipeline_step_id">
-<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_step_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_step_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.pipeline_version">
-<span class="sig-name descname"><span class="pre">pipeline_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.pipeline_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.output_errors">
-<span class="sig-name descname"><span class="pre">output_errors</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.output_errors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_errors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.output_errors" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.function_variable_mappings">
-<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.function_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.function_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.step_dependencies">
-<span class="sig-name descname"><span class="pre">step_dependencies</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.step_dependencies" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_dependencies</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.step_dependencies" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.output_variable_mappings">
-<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.output_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.output_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion.timeout">
-<span class="sig-name descname"><span class="pre">timeout</span></span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.timeout" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timeout</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion.timeout" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/pipeline_step_version_logs/index.html b/docs/autoapi/abacusai/pipeline_step_version_logs/index.html
index a5dca147..3d645a80 100644
--- a/docs/autoapi/abacusai/pipeline_step_version_logs/index.html
+++ b/docs/autoapi/abacusai/pipeline_step_version_logs/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.step_name">
-<span class="sig-name descname"><span class="pre">step_name</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.step_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">step_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.step_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.pipeline_step_id">
-<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.pipeline_step_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.pipeline_step_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.pipeline_step_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.pipeline_step_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">logs</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.logs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">logs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.logs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/pipeline_step_version_reference/index.html b/docs/autoapi/abacusai/pipeline_step_version_reference/index.html
index 443cbace..d80c5db8 100644
--- a/docs/autoapi/abacusai/pipeline_step_version_reference/index.html
+++ b/docs/autoapi/abacusai/pipeline_step_version_reference/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -354,62 +355,62 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">pipeline_step_version_reference_id</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.pipeline_step_version_reference_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version_reference_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.pipeline_step_version_reference_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.pipeline_step_version">
-<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.pipeline_step_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_step_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.pipeline_step_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">object_type</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.object_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">object_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.object_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.deployment_version">
-<span class="sig-name descname"><span class="pre">deployment_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.deployment_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.deployment_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.batch_prediction_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.batch_prediction_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.batch_prediction_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.model_monitor_version">
-<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.model_monitor_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.model_monitor_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.notebook_version">
-<span class="sig-name descname"><span class="pre">notebook_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.notebook_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.notebook_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.error" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/pipeline_version/index.html b/docs/autoapi/abacusai/pipeline_version/index.html
index c95c68fc..93bd5f19 100644
--- a/docs/autoapi/abacusai/pipeline_version/index.html
+++ b/docs/autoapi/abacusai/pipeline_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,42 +354,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">pipeline_name</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.pipeline_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.pipeline_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineVersion.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineVersion.pipeline_version">
-<span class="sig-name descname"><span class="pre">pipeline_version</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.pipeline_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.pipeline_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.created_at" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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-<span class="sig-name descname"><span class="pre">completed_at</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.completed_at" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.status" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion.error" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/pipeline_version_logs/index.html b/docs/autoapi/abacusai/pipeline_version_logs/index.html
index 05932de8..701c1966 100644
--- a/docs/autoapi/abacusai/pipeline_version_logs/index.html
+++ b/docs/autoapi/abacusai/pipeline_version_logs/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/playground_text/index.html b/docs/autoapi/abacusai/playground_text/index.html
index f8ac856d..47494daa 100644
--- a/docs/autoapi/abacusai/playground_text/index.html
+++ b/docs/autoapi/abacusai/playground_text/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">playground_text</span></span><a class="headerlink" href="#abacusai.playground_text.PlaygroundText.playground_text" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">playground_text</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.playground_text.PlaygroundText.playground_text" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">rendering_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.playground_text.PlaygroundText.rendering_code" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/point_in_time_feature/index.html b/docs/autoapi/abacusai/point_in_time_feature/index.html
index b2f473c6..44e43db3 100644
--- a/docs/autoapi/abacusai/point_in_time_feature/index.html
+++ b/docs/autoapi/abacusai/point_in_time_feature/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -352,52 +353,52 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">history_table_name</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.history_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.history_table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.point_in_time_feature.PointInTimeFeature.aggregation_keys">
-<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.aggregation_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.aggregation_keys" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">timestamp_key</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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-<span class="sig-name descname"><span class="pre">historical_timestamp_key</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.historical_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">historical_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.historical_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.point_in_time_feature.PointInTimeFeature.lookback_window_seconds">
-<span class="sig-name descname"><span class="pre">lookback_window_seconds</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_window_seconds" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window_seconds</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_window_seconds" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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-<span class="sig-name descname"><span class="pre">lookback_window_lag_seconds</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_window_lag_seconds" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window_lag_seconds</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_window_lag_seconds" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">lookback_count</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_count" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.point_in_time_feature.PointInTimeFeature.lookback_until_position">
-<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_until_position" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.lookback_until_position" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.point_in_time_feature.PointInTimeFeature.expression">
-<span class="sig-name descname"><span class="pre">expression</span></span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.expression" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature.group_name" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/point_in_time_feature_info/index.html b/docs/autoapi/abacusai/point_in_time_feature_info/index.html
index 570f278c..e33259cd 100644
--- a/docs/autoapi/abacusai/point_in_time_feature_info/index.html
+++ b/docs/autoapi/abacusai/point_in_time_feature_info/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">expression</span></span><a class="headerlink" href="#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo.expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo.expression" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">group_name</span></span><a class="headerlink" href="#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo.group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo.group_name" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/point_in_time_group/index.html b/docs/autoapi/abacusai/point_in_time_group/index.html
index 37e713e1..49c1b41d 100644
--- a/docs/autoapi/abacusai/point_in_time_group/index.html
+++ b/docs/autoapi/abacusai/point_in_time_group/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,52 +354,52 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.point_in_time_group.PointInTimeGroup.group_name">
-<span class="sig-name descname"><span class="pre">group_name</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.group_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">group_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.group_name" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">window_key</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.window_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">window_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.window_key" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.aggregation_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">aggregation_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.aggregation_keys" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">lookback_window</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_window" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_window" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">lookback_window_lag</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_window_lag" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_window_lag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_window_lag" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">lookback_count</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_count" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_until_position" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_until_position</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.lookback_until_position" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">history_table_name</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.history_table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.history_table_name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">history_window_key</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.history_window_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_window_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.history_window_key" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">history_aggregation_keys</span></span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.history_aggregation_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">history_aggregation_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup.history_aggregation_keys" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/point_in_time_group_feature/index.html b/docs/autoapi/abacusai/point_in_time_group_feature/index.html
index d16ba449..e3034cb7 100644
--- a/docs/autoapi/abacusai/point_in_time_group_feature/index.html
+++ b/docs/autoapi/abacusai/point_in_time_group_feature/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.name" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">expression</span></span><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.expression" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">pit_operation_type</span></span><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.pit_operation_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pit_operation_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.pit_operation_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.point_in_time_group_feature.PointInTimeGroupFeature.pit_operation_config">
-<span class="sig-name descname"><span class="pre">pit_operation_config</span></span><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.pit_operation_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pit_operation_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.pit_operation_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/prediction_client/index.html b/docs/autoapi/abacusai/prediction_client/index.html
index 869c907b..8eb983e9 100644
--- a/docs/autoapi/abacusai/prediction_client/index.html
+++ b/docs/autoapi/abacusai/prediction_client/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -1451,14 +1452,13 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.prediction_client.PredictionClient.start_autonomous_agent">
-<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.PredictionClient.start_autonomous_agent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">start_autonomous_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keyword_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_conversations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.PredictionClient.start_autonomous_agent" title="Link to this definition"></a></dt>
 <dd><p>Starts a deployed Autonomous agent associated with the given deployment_conversation_id using the arguments and keyword arguments as inputs for execute function of trigger node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The deployment token used to authenticate access to created deployments. This token is only authorized to predict on deployments in this project, making it safe to embed this model in an application or website.</p></li>
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment created under the project.</p></li>
-<li><p><strong>deployment_conversation_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – A unique string identifier for the deployment conversation used for the conversation.</p></li>
 <li><p><strong>arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><em>list</em></a>) – Positional arguments to the agent execute function.</p></li>
 <li><p><strong>keyword_arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>) – A dictionary where each ‘key’ represents the parameter name and its corresponding ‘value’ represents the value of that parameter for the agent execute function.</p></li>
 <li><p><strong>save_conversations</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a>) – If true then a new conversation will be created for every run of the workflow associated with the agent.</p></li>
diff --git a/docs/autoapi/abacusai/prediction_dataset/index.html b/docs/autoapi/abacusai/prediction_dataset/index.html
index 5c8d968a..9e11bc77 100644
--- a/docs/autoapi/abacusai/prediction_dataset/index.html
+++ b/docs/autoapi/abacusai/prediction_dataset/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_dataset.PredictionDataset.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_dataset.PredictionDataset.dataset_type">
-<span class="sig-name descname"><span class="pre">dataset_type</span></span><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.dataset_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.dataset_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_dataset.PredictionDataset.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_dataset.PredictionDataset.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_dataset.PredictionDataset.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/prediction_feature_group/index.html b/docs/autoapi/abacusai/prediction_feature_group/index.html
index fb6fc54b..40d2f01e 100644
--- a/docs/autoapi/abacusai/prediction_feature_group/index.html
+++ b/docs/autoapi/abacusai/prediction_feature_group/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_feature_group.PredictionFeatureGroup.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_feature_group.PredictionFeatureGroup.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_feature_group.PredictionFeatureGroup.dataset_type">
-<span class="sig-name descname"><span class="pre">dataset_type</span></span><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.dataset_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.dataset_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_feature_group.PredictionFeatureGroup.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_feature_group.PredictionFeatureGroup.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/prediction_input/index.html b/docs/autoapi/abacusai/prediction_input/index.html
index 2dd74790..a1f51c71 100644
--- a/docs/autoapi/abacusai/prediction_input/index.html
+++ b/docs/autoapi/abacusai/prediction_input/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,12 +347,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_input.PredictionInput.feature_group_dataset_ids">
-<span class="sig-name descname"><span class="pre">feature_group_dataset_ids</span></span><a class="headerlink" href="#abacusai.prediction_input.PredictionInput.feature_group_dataset_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_dataset_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_input.PredictionInput.feature_group_dataset_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_input.PredictionInput.dataset_id_remap">
-<span class="sig-name descname"><span class="pre">dataset_id_remap</span></span><a class="headerlink" href="#abacusai.prediction_input.PredictionInput.dataset_id_remap" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id_remap</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_input.PredictionInput.dataset_id_remap" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/prediction_log_record/index.html b/docs/autoapi/abacusai/prediction_log_record/index.html
index 456a8cfa..5e6f2cf1 100644
--- a/docs/autoapi/abacusai/prediction_log_record/index.html
+++ b/docs/autoapi/abacusai/prediction_log_record/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_log_record.PredictionLogRecord.request_id">
-<span class="sig-name descname"><span class="pre">request_id</span></span><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.request_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">request_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.request_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.prediction_log_record.PredictionLogRecord.query">
-<span class="sig-name descname"><span class="pre">query</span></span><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.query" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.query" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.prediction_log_record.PredictionLogRecord.query_time_ms">
-<span class="sig-name descname"><span class="pre">query_time_ms</span></span><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.query_time_ms" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">query_time_ms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.query_time_ms" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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 <dt class="sig sig-object py" id="abacusai.prediction_log_record.PredictionLogRecord.timestamp_ms">
-<span class="sig-name descname"><span class="pre">timestamp_ms</span></span><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.timestamp_ms" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">timestamp_ms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.timestamp_ms" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">response</span></span><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.response" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">response</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_log_record.PredictionLogRecord.response" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/prediction_operator/index.html b/docs/autoapi/abacusai/prediction_operator/index.html
index 37c1666a..e7f7a34f 100644
--- a/docs/autoapi/abacusai/prediction_operator/index.html
+++ b/docs/autoapi/abacusai/prediction_operator/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -358,67 +359,67 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.prediction_operator_id">
-<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.prediction_operator_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.prediction_operator_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.predict_function_name">
-<span class="sig-name descname"><span class="pre">predict_function_name</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.predict_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">predict_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.predict_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.initialize_function_name">
-<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.initialize_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">initialize_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.initialize_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.feature_group_ids">
-<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator.feature_group_table_names">
-<span class="sig-name descname"><span class="pre">feature_group_table_names</span></span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.feature_group_table_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_table_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator.feature_group_table_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/prediction_operator_version/index.html b/docs/autoapi/abacusai/prediction_operator_version/index.html
index c526b881..95df1ce2 100644
--- a/docs/autoapi/abacusai/prediction_operator_version/index.html
+++ b/docs/autoapi/abacusai/prediction_operator_version/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -354,57 +355,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.prediction_operator_id">
-<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.prediction_operator_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.prediction_operator_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.prediction_operator_version">
-<span class="sig-name descname"><span class="pre">prediction_operator_version</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.prediction_operator_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.prediction_operator_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.updated_at">
-<span class="sig-name descname"><span class="pre">updated_at</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.updated_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">updated_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.updated_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.feature_group_ids">
-<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.feature_group_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.feature_group_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.feature_group_versions">
-<span class="sig-name descname"><span class="pre">feature_group_versions</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.feature_group_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.feature_group_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/problem_type/index.html b/docs/autoapi/abacusai/problem_type/index.html
index 9fde744b..3bb3bb58 100644
--- a/docs/autoapi/abacusai/problem_type/index.html
+++ b/docs/autoapi/abacusai/problem_type/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
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 <dt class="sig sig-object py" id="abacusai.problem_type.ProblemType.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.problem_type.ProblemType.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.problem_type.ProblemType.problem_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">required_feature_group_type</span></span><a class="headerlink" href="#abacusai.problem_type.ProblemType.required_feature_group_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required_feature_group_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.problem_type.ProblemType.required_feature_group_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">optional_feature_group_types</span></span><a class="headerlink" href="#abacusai.problem_type.ProblemType.optional_feature_group_types" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">optional_feature_group_types</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.problem_type.ProblemType.optional_feature_group_types" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.problem_type.ProblemType.use_cases_support_custom_algorithm">
-<span class="sig-name descname"><span class="pre">use_cases_support_custom_algorithm</span></span><a class="headerlink" href="#abacusai.problem_type.ProblemType.use_cases_support_custom_algorithm" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_cases_support_custom_algorithm</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.problem_type.ProblemType.use_cases_support_custom_algorithm" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/project/index.html b/docs/autoapi/abacusai/project/index.html
index 3c1d183a..f104b638 100644
--- a/docs/autoapi/abacusai/project/index.html
+++ b/docs/autoapi/abacusai/project/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project.Project.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.project.Project.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project.Project.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project.Project.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.project.Project.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project.Project.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project.Project.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.project.Project.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project.Project.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project.Project.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.project.Project.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project.Project.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project.Project.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.project.Project.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project.Project.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project.Project.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.project.Project.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project.Project.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/project_config/index.html b/docs/autoapi/abacusai/project_config/index.html
index 3112c30a..1c61fa62 100644
--- a/docs/autoapi/abacusai/project_config/index.html
+++ b/docs/autoapi/abacusai/project_config/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,7 +345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_config.ProjectConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.project_config.ProjectConfig.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_config.ProjectConfig.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/project_feature_group/index.html b/docs/autoapi/abacusai/project_feature_group/index.html
index dd081919..d1517cda 100644
--- a/docs/autoapi/abacusai/project_feature_group/index.html
+++ b/docs/autoapi/abacusai/project_feature_group/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -394,187 +395,187 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.modification_lock">
-<span class="sig-name descname"><span class="pre">modification_lock</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.modification_lock" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">modification_lock</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.modification_lock" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.feature_group_source_type">
-<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_source_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_group_source_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.table_name">
-<span class="sig-name descname"><span class="pre">table_name</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.table_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">table_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.table_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.sql">
-<span class="sig-name descname"><span class="pre">sql</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.function_source_code">
-<span class="sig-name descname"><span class="pre">function_source_code</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.function_source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.function_source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.source_tables">
-<span class="sig-name descname"><span class="pre">source_tables</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.source_tables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_tables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.source_tables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.sql_error">
-<span class="sig-name descname"><span class="pre">sql_error</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.sql_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.sql_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.latest_version_outdated">
-<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">latest_version_outdated</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.latest_version_outdated" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.referenced_feature_groups">
-<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">referenced_feature_groups</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.referenced_feature_groups" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.primary_key">
-<span class="sig-name descname"><span class="pre">primary_key</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.primary_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">primary_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.primary_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.update_timestamp_key">
-<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">update_timestamp_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.update_timestamp_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.lookup_keys">
-<span class="sig-name descname"><span class="pre">lookup_keys</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookup_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.lookup_keys" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.streaming_enabled">
-<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_enabled</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.streaming_enabled" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.incremental">
-<span class="sig-name descname"><span class="pre">incremental</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.incremental" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">incremental</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.incremental" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.merge_config">
-<span class="sig-name descname"><span class="pre">merge_config</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.merge_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">merge_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.merge_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.sampling_config">
-<span class="sig-name descname"><span class="pre">sampling_config</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.sampling_config" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sampling_config</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.sampling_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.cpu_size">
-<span class="sig-name descname"><span class="pre">cpu_size</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.cpu_size" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cpu_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.cpu_size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.memory">
-<span class="sig-name descname"><span class="pre">memory</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.memory" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">memory</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.memory" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.streaming_ready">
-<span class="sig-name descname"><span class="pre">streaming_ready</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_ready</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.streaming_ready" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.feature_tags">
-<span class="sig-name descname"><span class="pre">feature_tags</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.module_name">
-<span class="sig-name descname"><span class="pre">module_name</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.module_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">module_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.module_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.template_bindings">
-<span class="sig-name descname"><span class="pre">template_bindings</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.template_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.template_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.feature_expression">
-<span class="sig-name descname"><span class="pre">feature_expression</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_expression" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_expression</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_expression" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.use_original_csv_names">
-<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_original_csv_names</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.use_original_csv_names" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.python_function_bindings">
-<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_bindings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.python_function_bindings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.python_function_name">
-<span class="sig-name descname"><span class="pre">python_function_name</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.python_function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.python_function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.use_gpu">
-<span class="sig-name descname"><span class="pre">use_gpu</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.use_gpu" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_gpu</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.use_gpu" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.version_limit">
-<span class="sig-name descname"><span class="pre">version_limit</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.version_limit" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">version_limit</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.version_limit" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.export_on_materialization">
-<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">export_on_materialization</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.export_on_materialization" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup.feature_group_type">
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+<span class="sig-name descname"><span class="pre">feature_group_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup.feature_group_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/project_feature_group_schema/index.html b/docs/autoapi/abacusai/project_feature_group_schema/index.html
index c3fd4c33..b7745a7c 100644
--- a/docs/autoapi/abacusai/project_feature_group_schema/index.html
+++ b/docs/autoapi/abacusai/project_feature_group_schema/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,7 +347,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.project_feature_group_schema.ProjectFeatureGroupSchema.nested_schema">
-<span class="sig-name descname"><span class="pre">nested_schema</span></span><a class="headerlink" href="#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema.nested_schema" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">nested_schema</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema.nested_schema" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/project_feature_group_schema_version/index.html b/docs/autoapi/abacusai/project_feature_group_schema_version/index.html
index fde0ab4a..0a201044 100644
--- a/docs/autoapi/abacusai/project_feature_group_schema_version/index.html
+++ b/docs/autoapi/abacusai/project_feature_group_schema_version/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -343,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">schema_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion.schema_version" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/project_validation/index.html b/docs/autoapi/abacusai/project_validation/index.html
index b6d12fb2..763fc5a5 100644
--- a/docs/autoapi/abacusai/project_validation/index.html
+++ b/docs/autoapi/abacusai/project_validation/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
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 <dt class="sig sig-object py" id="abacusai.project_validation.ProjectValidation.valid">
-<span class="sig-name descname"><span class="pre">valid</span></span><a class="headerlink" href="#abacusai.project_validation.ProjectValidation.valid" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">valid</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_validation.ProjectValidation.valid" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.project_validation.ProjectValidation.dataset_errors">
-<span class="sig-name descname"><span class="pre">dataset_errors</span></span><a class="headerlink" href="#abacusai.project_validation.ProjectValidation.dataset_errors" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_errors</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_validation.ProjectValidation.dataset_errors" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">column_hints</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.project_validation.ProjectValidation.column_hints" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/python_function/index.html b/docs/autoapi/abacusai/python_function/index.html
index 4c69a953..f4e6a0c0 100644
--- a/docs/autoapi/abacusai/python_function/index.html
+++ b/docs/autoapi/abacusai/python_function/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -352,47 +353,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.python_function.PythonFunction.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.notebook_id" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.python_function.PythonFunction.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.created_at" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.function_variable_mappings" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><a class="headerlink" href="#abacusai.python_function.PythonFunction.output_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">output_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.output_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_function.PythonFunction.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.python_function.PythonFunction.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_function.PythonFunction.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.python_function.PythonFunction.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_function.PythonFunction.function_type">
-<span class="sig-name descname"><span class="pre">function_type</span></span><a class="headerlink" href="#abacusai.python_function.PythonFunction.function_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.function_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_function.PythonFunction.package_requirements">
-<span class="sig-name descname"><span class="pre">package_requirements</span></span><a class="headerlink" href="#abacusai.python_function.PythonFunction.package_requirements" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">package_requirements</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_function.PythonFunction.package_requirements" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/python_function_validator/index.html b/docs/autoapi/abacusai/python_function_validator/index.html
index 4c6e167c..eb8111ca 100644
--- a/docs/autoapi/abacusai/python_function_validator/index.html
+++ b/docs/autoapi/abacusai/python_function_validator/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/python_plot_function/index.html b/docs/autoapi/abacusai/python_plot_function/index.html
index 0150b748..4861ec4e 100644
--- a/docs/autoapi/abacusai/python_plot_function/index.html
+++ b/docs/autoapi/abacusai/python_plot_function/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -352,47 +353,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.function_variable_mappings">
-<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.function_variable_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_variable_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.function_variable_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.python_function_id">
-<span class="sig-name descname"><span class="pre">python_function_id</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.python_function_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python_function_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.python_function_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.function_type">
-<span class="sig-name descname"><span class="pre">function_type</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.function_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.function_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.plot_name">
-<span class="sig-name descname"><span class="pre">plot_name</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.plot_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">plot_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.plot_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction.graph_reference_id">
-<span class="sig-name descname"><span class="pre">graph_reference_id</span></span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.graph_reference_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">graph_reference_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction.graph_reference_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/range_violation/index.html b/docs/autoapi/abacusai/range_violation/index.html
index 5e8d8f21..26b04943 100644
--- a/docs/autoapi/abacusai/range_violation/index.html
+++ b/docs/autoapi/abacusai/range_violation/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.range_violation.RangeViolation.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.range_violation.RangeViolation.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation.training_min">
-<span class="sig-name descname"><span class="pre">training_min</span></span><a class="headerlink" href="#abacusai.range_violation.RangeViolation.training_min" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_min</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.range_violation.RangeViolation.training_min" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation.training_max">
-<span class="sig-name descname"><span class="pre">training_max</span></span><a class="headerlink" href="#abacusai.range_violation.RangeViolation.training_max" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">training_max</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.range_violation.RangeViolation.training_max" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation.prediction_min">
-<span class="sig-name descname"><span class="pre">prediction_min</span></span><a class="headerlink" href="#abacusai.range_violation.RangeViolation.prediction_min" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_min</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.range_violation.RangeViolation.prediction_min" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation.prediction_max">
-<span class="sig-name descname"><span class="pre">prediction_max</span></span><a class="headerlink" href="#abacusai.range_violation.RangeViolation.prediction_max" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_max</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.range_violation.RangeViolation.prediction_max" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation.freq_above_training_range">
-<span class="sig-name descname"><span class="pre">freq_above_training_range</span></span><a class="headerlink" href="#abacusai.range_violation.RangeViolation.freq_above_training_range" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">freq_above_training_range</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.range_violation.RangeViolation.freq_above_training_range" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation.freq_below_training_range">
-<span class="sig-name descname"><span class="pre">freq_below_training_range</span></span><a class="headerlink" href="#abacusai.range_violation.RangeViolation.freq_below_training_range" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">freq_below_training_range</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.range_violation.RangeViolation.freq_below_training_range" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/realtime_monitor/index.html b/docs/autoapi/abacusai/realtime_monitor/index.html
index 4b2a4d27..a18757f1 100644
--- a/docs/autoapi/abacusai/realtime_monitor/index.html
+++ b/docs/autoapi/abacusai/realtime_monitor/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.realtime_monitor.RealtimeMonitor.realtime_monitor_id">
-<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.realtime_monitor_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">realtime_monitor_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.realtime_monitor_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.realtime_monitor.RealtimeMonitor.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.realtime_monitor.RealtimeMonitor.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.realtime_monitor.RealtimeMonitor.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.realtime_monitor.RealtimeMonitor.lookback_time">
-<span class="sig-name descname"><span class="pre">lookback_time</span></span><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.lookback_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">lookback_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.lookback_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.realtime_monitor.RealtimeMonitor.realtime_monitor_schedule">
-<span class="sig-name descname"><span class="pre">realtime_monitor_schedule</span></span><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.realtime_monitor_schedule" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">realtime_monitor_schedule</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor.realtime_monitor_schedule" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/refresh_pipeline_run/index.html b/docs/autoapi/abacusai/refresh_pipeline_run/index.html
index 997f6c2d..f8c6b47c 100644
--- a/docs/autoapi/abacusai/refresh_pipeline_run/index.html
+++ b/docs/autoapi/abacusai/refresh_pipeline_run/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -355,62 +356,62 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_pipeline_run_id">
-<span class="sig-name descname"><span class="pre">refresh_pipeline_run_id</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_pipeline_run_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_pipeline_run_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_pipeline_run_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_policy_id">
-<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_policy_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_policy_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.started_at">
-<span class="sig-name descname"><span class="pre">started_at</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.started_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">started_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.started_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.completed_at">
-<span class="sig-name descname"><span class="pre">completed_at</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.completed_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">completed_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.completed_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_type">
-<span class="sig-name descname"><span class="pre">refresh_type</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.dataset_versions">
-<span class="sig-name descname"><span class="pre">dataset_versions</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.dataset_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.dataset_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.feature_group_version">
-<span class="sig-name descname"><span class="pre">feature_group_version</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.feature_group_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.feature_group_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.model_versions">
-<span class="sig-name descname"><span class="pre">model_versions</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.model_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.model_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.deployment_versions">
-<span class="sig-name descname"><span class="pre">deployment_versions</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.deployment_versions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_versions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.deployment_versions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun.batch_predictions">
-<span class="sig-name descname"><span class="pre">batch_predictions</span></span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.batch_predictions" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_predictions</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun.batch_predictions" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/refresh_policy/index.html b/docs/autoapi/abacusai/refresh_policy/index.html
index 6d218972..5684ba57 100644
--- a/docs/autoapi/abacusai/refresh_policy/index.html
+++ b/docs/autoapi/abacusai/refresh_policy/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -360,87 +361,87 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.refresh_policy_id">
-<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.refresh_policy_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.refresh_policy_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.cron">
-<span class="sig-name descname"><span class="pre">cron</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.cron" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cron</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.cron" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.next_run_time">
-<span class="sig-name descname"><span class="pre">next_run_time</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.next_run_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_run_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.next_run_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.refresh_type">
-<span class="sig-name descname"><span class="pre">refresh_type</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.refresh_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.refresh_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.project_id">
-<span class="sig-name descname"><span class="pre">project_id</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.project_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">project_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.project_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.dataset_ids">
-<span class="sig-name descname"><span class="pre">dataset_ids</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.dataset_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.dataset_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.feature_group_id">
-<span class="sig-name descname"><span class="pre">feature_group_id</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.feature_group_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.feature_group_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.model_ids">
-<span class="sig-name descname"><span class="pre">model_ids</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.model_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.model_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.deployment_ids">
-<span class="sig-name descname"><span class="pre">deployment_ids</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.deployment_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.deployment_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.batch_prediction_ids">
-<span class="sig-name descname"><span class="pre">batch_prediction_ids</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.batch_prediction_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.batch_prediction_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.model_monitor_ids">
-<span class="sig-name descname"><span class="pre">model_monitor_ids</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.model_monitor_ids" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_monitor_ids</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.model_monitor_ids" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.notebook_id">
-<span class="sig-name descname"><span class="pre">notebook_id</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.notebook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.notebook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.paused">
-<span class="sig-name descname"><span class="pre">paused</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.paused" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">paused</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.paused" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.prediction_operator_id">
-<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.prediction_operator_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prediction_operator_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.prediction_operator_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy.pipeline_id">
-<span class="sig-name descname"><span class="pre">pipeline_id</span></span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.pipeline_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy.pipeline_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/refresh_schedule/index.html b/docs/autoapi/abacusai/refresh_schedule/index.html
index 37e84c2d..2e201b78 100644
--- a/docs/autoapi/abacusai/refresh_schedule/index.html
+++ b/docs/autoapi/abacusai/refresh_schedule/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_schedule.RefreshSchedule.refresh_policy_id">
-<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.refresh_policy_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_policy_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.refresh_policy_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_schedule.RefreshSchedule.next_run_time">
-<span class="sig-name descname"><span class="pre">next_run_time</span></span><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.next_run_time" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">next_run_time</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.next_run_time" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_schedule.RefreshSchedule.cron">
-<span class="sig-name descname"><span class="pre">cron</span></span><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.cron" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cron</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.cron" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_schedule.RefreshSchedule.refresh_type">
-<span class="sig-name descname"><span class="pre">refresh_type</span></span><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.refresh_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">refresh_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.refresh_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.refresh_schedule.RefreshSchedule.error">
-<span class="sig-name descname"><span class="pre">error</span></span><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule.error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/regenerate_llm_external_application/index.html b/docs/autoapi/abacusai/regenerate_llm_external_application/index.html
index ac8a4637..5de03524 100644
--- a/docs/autoapi/abacusai/regenerate_llm_external_application/index.html
+++ b/docs/autoapi/abacusai/regenerate_llm_external_application/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.regenerate_llm_external_application.RegenerateLlmExternalApplication.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.regenerate_llm_external_application.RegenerateLlmExternalApplication.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.regenerate_llm_external_application.RegenerateLlmExternalApplication.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.regenerate_llm_external_application.RegenerateLlmExternalApplication.external_application_id">
-<span class="sig-name descname"><span class="pre">external_application_id</span></span><a class="headerlink" href="#abacusai.regenerate_llm_external_application.RegenerateLlmExternalApplication.external_application_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">external_application_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.regenerate_llm_external_application.RegenerateLlmExternalApplication.external_application_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/resolved_feature_group_template/index.html b/docs/autoapi/abacusai/resolved_feature_group_template/index.html
index 2474a789..4f24b26e 100644
--- a/docs/autoapi/abacusai/resolved_feature_group_template/index.html
+++ b/docs/autoapi/abacusai/resolved_feature_group_template/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.feature_group_template_id">
-<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_group_template_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.feature_group_template_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.resolved_variables">
-<span class="sig-name descname"><span class="pre">resolved_variables</span></span><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.resolved_variables" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">resolved_variables</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.resolved_variables" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.resolved_sql">
-<span class="sig-name descname"><span class="pre">resolved_sql</span></span><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.resolved_sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">resolved_sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.resolved_sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.template_sql">
-<span class="sig-name descname"><span class="pre">template_sql</span></span><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">template_sql</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.template_sql" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.sql_error">
-<span class="sig-name descname"><span class="pre">sql_error</span></span><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.sql_error" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">sql_error</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.sql_error" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/return_class/index.html b/docs/autoapi/abacusai/return_class/index.html
index cbe5ac2c..cb79aafb 100644
--- a/docs/autoapi/abacusai/return_class/index.html
+++ b/docs/autoapi/abacusai/return_class/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/routing_action/index.html b/docs/autoapi/abacusai/routing_action/index.html
index e177f284..19f049d7 100644
--- a/docs/autoapi/abacusai/routing_action/index.html
+++ b/docs/autoapi/abacusai/routing_action/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.id">
-<span class="sig-name descname"><span class="pre">id</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.prompt">
-<span class="sig-name descname"><span class="pre">prompt</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.prompt" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">prompt</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.prompt" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.placeholder">
-<span class="sig-name descname"><span class="pre">placeholder</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.placeholder" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">placeholder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.placeholder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.display_name">
-<span class="sig-name descname"><span class="pre">display_name</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.display_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">display_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.display_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.is_large">
-<span class="sig-name descname"><span class="pre">is_large</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.is_large" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_large</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.is_large" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.routing_action.RoutingAction.is_medium">
-<span class="sig-name descname"><span class="pre">is_medium</span></span><a class="headerlink" href="#abacusai.routing_action.RoutingAction.is_medium" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">is_medium</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.routing_action.RoutingAction.is_medium" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/schema/index.html b/docs/autoapi/abacusai/schema/index.html
index fe07b563..fbc1f442 100644
--- a/docs/autoapi/abacusai/schema/index.html
+++ b/docs/autoapi/abacusai/schema/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -351,37 +352,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.schema.Schema.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.schema.Schema.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.schema.Schema.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.schema.Schema.feature_mapping">
-<span class="sig-name descname"><span class="pre">feature_mapping</span></span><a class="headerlink" href="#abacusai.schema.Schema.feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.schema.Schema.feature_mapping" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.schema.Schema.detected_feature_mapping">
-<span class="sig-name descname"><span class="pre">detected_feature_mapping</span></span><a class="headerlink" href="#abacusai.schema.Schema.detected_feature_mapping" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_mapping</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.schema.Schema.detected_feature_mapping" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.schema.Schema.feature_type">
-<span class="sig-name descname"><span class="pre">feature_type</span></span><a class="headerlink" href="#abacusai.schema.Schema.feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.schema.Schema.feature_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.schema.Schema.detected_feature_type">
-<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><a class="headerlink" href="#abacusai.schema.Schema.detected_feature_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_feature_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.schema.Schema.detected_feature_type" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.schema.Schema.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.schema.Schema.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.schema.Schema.data_type" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.schema.Schema.detected_data_type">
-<span class="sig-name descname"><span class="pre">detected_data_type</span></span><a class="headerlink" href="#abacusai.schema.Schema.detected_data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">detected_data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.schema.Schema.detected_data_type" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/streaming_auth_token/index.html b/docs/autoapi/abacusai/streaming_auth_token/index.html
index 9f1669c8..38a9bfe8 100644
--- a/docs/autoapi/abacusai/streaming_auth_token/index.html
+++ b/docs/autoapi/abacusai/streaming_auth_token/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
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-<span class="sig-name descname"><span class="pre">streaming_token</span></span><a class="headerlink" href="#abacusai.streaming_auth_token.StreamingAuthToken.streaming_token" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">streaming_token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_auth_token.StreamingAuthToken.streaming_token" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.streaming_auth_token.StreamingAuthToken.created_at">
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+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_auth_token.StreamingAuthToken.created_at" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/streaming_client/index.html b/docs/autoapi/abacusai/streaming_client/index.html
index 54af1f5d..cbdbd811 100644
--- a/docs/autoapi/abacusai/streaming_client/index.html
+++ b/docs/autoapi/abacusai/streaming_client/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/streaming_connector/index.html b/docs/autoapi/abacusai/streaming_connector/index.html
index 7aa8f35e..b435fdf1 100644
--- a/docs/autoapi/abacusai/streaming_connector/index.html
+++ b/docs/autoapi/abacusai/streaming_connector/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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+<span class="sig-name descname"><span class="pre">streaming_connector_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.streaming_connector_id" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">service</span></span><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.service" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">service</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.service" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.streaming_connector.StreamingConnector.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.created_at" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.streaming_connector.StreamingConnector.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.status" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.streaming_connector.StreamingConnector.auth">
-<span class="sig-name descname"><span class="pre">auth</span></span><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.auth" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">auth</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector.auth" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
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diff --git a/docs/autoapi/abacusai/streaming_row_count/index.html b/docs/autoapi/abacusai/streaming_row_count/index.html
index 56052278..ba864e13 100644
--- a/docs/autoapi/abacusai/streaming_row_count/index.html
+++ b/docs/autoapi/abacusai/streaming_row_count/index.html
@@ -75,6 +75,7 @@
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 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.streaming_row_count.StreamingRowCount.count">
-<span class="sig-name descname"><span class="pre">count</span></span><a class="headerlink" href="#abacusai.streaming_row_count.StreamingRowCount.count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_row_count.StreamingRowCount.count" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">start_ts_ms</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_row_count.StreamingRowCount.start_ts_ms" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/streaming_sample_code/index.html b/docs/autoapi/abacusai/streaming_sample_code/index.html
index 2b88f04e..3b411df2 100644
--- a/docs/autoapi/abacusai/streaming_sample_code/index.html
+++ b/docs/autoapi/abacusai/streaming_sample_code/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.streaming_sample_code.StreamingSampleCode.python">
-<span class="sig-name descname"><span class="pre">python</span></span><a class="headerlink" href="#abacusai.streaming_sample_code.StreamingSampleCode.python" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">python</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_sample_code.StreamingSampleCode.python" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">curl</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_sample_code.StreamingSampleCode.curl" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">console</span></span><a class="headerlink" href="#abacusai.streaming_sample_code.StreamingSampleCode.console" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">console</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.streaming_sample_code.StreamingSampleCode.console" title="Link to this definition"></a></dt>
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diff --git a/docs/autoapi/abacusai/template_node_details/index.html b/docs/autoapi/abacusai/template_node_details/index.html
index 1a6ea605..500f686e 100644
--- a/docs/autoapi/abacusai/template_node_details/index.html
+++ b/docs/autoapi/abacusai/template_node_details/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,7 +345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.template_node_details.TemplateNodeDetails.notebook_code">
-<span class="sig-name descname"><span class="pre">notebook_code</span></span><a class="headerlink" href="#abacusai.template_node_details.TemplateNodeDetails.notebook_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">notebook_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.template_node_details.TemplateNodeDetails.notebook_code" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/test_point_predictions/index.html b/docs/autoapi/abacusai/test_point_predictions/index.html
index 5c0f881e..723122e1 100644
--- a/docs/autoapi/abacusai/test_point_predictions/index.html
+++ b/docs/autoapi/abacusai/test_point_predictions/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.test_point_predictions.TestPointPredictions.count">
-<span class="sig-name descname"><span class="pre">count</span></span><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.count" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">count</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.count" title="Link to this definition"></a></dt>
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-<span class="sig-name descname"><span class="pre">columns</span></span><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.test_point_predictions.TestPointPredictions.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.data" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.data" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.test_point_predictions.TestPointPredictions.metrics_columns">
-<span class="sig-name descname"><span class="pre">metrics_columns</span></span><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.metrics_columns" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">metrics_columns</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.metrics_columns" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.test_point_predictions.TestPointPredictions.summarized_metrics">
-<span class="sig-name descname"><span class="pre">summarized_metrics</span></span><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.summarized_metrics" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">summarized_metrics</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.summarized_metrics" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.test_point_predictions.TestPointPredictions.error_description">
-<span class="sig-name descname"><span class="pre">error_description</span></span><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.error_description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">error_description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions.error_description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/tone_details/index.html b/docs/autoapi/abacusai/tone_details/index.html
index de6badae..fa26c1b4 100644
--- a/docs/autoapi/abacusai/tone_details/index.html
+++ b/docs/autoapi/abacusai/tone_details/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -350,42 +351,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.voice_id">
-<span class="sig-name descname"><span class="pre">voice_id</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.voice_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">voice_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.voice_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.gender">
-<span class="sig-name descname"><span class="pre">gender</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.gender" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">gender</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.gender" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.language">
-<span class="sig-name descname"><span class="pre">language</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.language" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">language</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.language" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.age">
-<span class="sig-name descname"><span class="pre">age</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.age" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">age</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.age" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.accent">
-<span class="sig-name descname"><span class="pre">accent</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.accent" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">accent</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.accent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.tone_details.ToneDetails.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.tone_details.ToneDetails.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.tone_details.ToneDetails.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/training_config_options/index.html b/docs/autoapi/abacusai/training_config_options/index.html
index bdf1e6b9..b790d767 100644
--- a/docs/autoapi/abacusai/training_config_options/index.html
+++ b/docs/autoapi/abacusai/training_config_options/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -353,57 +354,57 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
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 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.name" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.data_type">
-<span class="sig-name descname"><span class="pre">data_type</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.data_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">data_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.data_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.value_type">
-<span class="sig-name descname"><span class="pre">value_type</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.value_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.value_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.value_options">
-<span class="sig-name descname"><span class="pre">value_options</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.value_options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value_options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.value_options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.default">
-<span class="sig-name descname"><span class="pre">default</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.default" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">default</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.default" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.options">
-<span class="sig-name descname"><span class="pre">options</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.options" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">options</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.options" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions.last_model_value">
-<span class="sig-name descname"><span class="pre">last_model_value</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.last_model_value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">last_model_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.last_model_value" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">needs_refresh</span></span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.needs_refresh" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">needs_refresh</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions.needs_refresh" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/twitter_search_result/index.html b/docs/autoapi/abacusai/twitter_search_result/index.html
index af22f956..a70b7b0b 100644
--- a/docs/autoapi/abacusai/twitter_search_result/index.html
+++ b/docs/autoapi/abacusai/twitter_search_result/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="sig sig-object py" id="abacusai.twitter_search_result.TwitterSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.title" title="Link to this definition"></a></dt>
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 <dt class="sig sig-object py" id="abacusai.twitter_search_result.TwitterSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.url" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">twitter_name</span></span><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.twitter_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">twitter_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.twitter_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">twitter_handle</span></span><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.twitter_handle" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">twitter_handle</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.twitter_handle" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
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-<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.twitter_search_result.TwitterSearchResult.thumbnail_width">
-<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_width</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.thumbnail_width" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.twitter_search_result.TwitterSearchResult.thumbnail_height">
-<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_height</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.twitter_search_result.TwitterSearchResult.thumbnail_height" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/upload/index.html b/docs/autoapi/abacusai/upload/index.html
index c204a5e8..97ef38be 100644
--- a/docs/autoapi/abacusai/upload/index.html
+++ b/docs/autoapi/abacusai/upload/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -352,52 +353,52 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.upload_id">
-<span class="sig-name descname"><span class="pre">upload_id</span></span><a class="headerlink" href="#abacusai.upload.Upload.upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.dataset_upload_id">
-<span class="sig-name descname"><span class="pre">dataset_upload_id</span></span><a class="headerlink" href="#abacusai.upload.Upload.dataset_upload_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_upload_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.dataset_upload_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.upload.Upload.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.dataset_id">
-<span class="sig-name descname"><span class="pre">dataset_id</span></span><a class="headerlink" href="#abacusai.upload.Upload.dataset_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.dataset_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.dataset_version">
-<span class="sig-name descname"><span class="pre">dataset_version</span></span><a class="headerlink" href="#abacusai.upload.Upload.dataset_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.dataset_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.model_id">
-<span class="sig-name descname"><span class="pre">model_id</span></span><a class="headerlink" href="#abacusai.upload.Upload.model_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.model_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.model_version">
-<span class="sig-name descname"><span class="pre">model_version</span></span><a class="headerlink" href="#abacusai.upload.Upload.model_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.model_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.batch_prediction_id">
-<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><a class="headerlink" href="#abacusai.upload.Upload.batch_prediction_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">batch_prediction_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.batch_prediction_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.parts">
-<span class="sig-name descname"><span class="pre">parts</span></span><a class="headerlink" href="#abacusai.upload.Upload.parts" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">parts</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.parts" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload.Upload.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.upload.Upload.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload.Upload.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/upload_part/index.html b/docs/autoapi/abacusai/upload_part/index.html
index f8feb3ce..97e615c5 100644
--- a/docs/autoapi/abacusai/upload_part/index.html
+++ b/docs/autoapi/abacusai/upload_part/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload_part.UploadPart.etag">
-<span class="sig-name descname"><span class="pre">etag</span></span><a class="headerlink" href="#abacusai.upload_part.UploadPart.etag" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">etag</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload_part.UploadPart.etag" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.upload_part.UploadPart.md5">
-<span class="sig-name descname"><span class="pre">md5</span></span><a class="headerlink" href="#abacusai.upload_part.UploadPart.md5" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">md5</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.upload_part.UploadPart.md5" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/use_case/index.html b/docs/autoapi/abacusai/use_case/index.html
index c36cbb31..25a9af85 100644
--- a/docs/autoapi/abacusai/use_case/index.html
+++ b/docs/autoapi/abacusai/use_case/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -346,22 +347,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case.UseCase.use_case">
-<span class="sig-name descname"><span class="pre">use_case</span></span><a class="headerlink" href="#abacusai.use_case.UseCase.use_case" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_case</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case.UseCase.use_case" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case.UseCase.pretty_name">
-<span class="sig-name descname"><span class="pre">pretty_name</span></span><a class="headerlink" href="#abacusai.use_case.UseCase.pretty_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">pretty_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case.UseCase.pretty_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case.UseCase.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.use_case.UseCase.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case.UseCase.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case.UseCase.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><a class="headerlink" href="#abacusai.use_case.UseCase.problem_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case.UseCase.problem_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/use_case_requirements/index.html b/docs/autoapi/abacusai/use_case_requirements/index.html
index 9921e380..8b416f2c 100644
--- a/docs/autoapi/abacusai/use_case_requirements/index.html
+++ b/docs/autoapi/abacusai/use_case_requirements/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements.dataset_type">
-<span class="sig-name descname"><span class="pre">dataset_type</span></span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.dataset_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">dataset_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.dataset_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements.required">
-<span class="sig-name descname"><span class="pre">required</span></span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.required" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">required</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.required" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements.multi">
-<span class="sig-name descname"><span class="pre">multi</span></span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.multi" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">multi</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.multi" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements.allowed_feature_mappings">
-<span class="sig-name descname"><span class="pre">allowed_feature_mappings</span></span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.allowed_feature_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">allowed_feature_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.allowed_feature_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements.allowed_nested_feature_mappings">
-<span class="sig-name descname"><span class="pre">allowed_nested_feature_mappings</span></span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.allowed_nested_feature_mappings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">allowed_nested_feature_mappings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements.allowed_nested_feature_mappings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/user/index.html b/docs/autoapi/abacusai/user/index.html
index 992f164a..aa1200af 100644
--- a/docs/autoapi/abacusai/user/index.html
+++ b/docs/autoapi/abacusai/user/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,22 +348,22 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.user.User.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.user.User.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.user.User.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.user.User.email">
-<span class="sig-name descname"><span class="pre">email</span></span><a class="headerlink" href="#abacusai.user.User.email" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">email</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.user.User.email" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.user.User.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.user.User.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.user.User.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.user.User.status">
-<span class="sig-name descname"><span class="pre">status</span></span><a class="headerlink" href="#abacusai.user.User.status" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.user.User.status" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/user_exception/index.html b/docs/autoapi/abacusai/user_exception/index.html
index de4b22c0..78e6b119 100644
--- a/docs/autoapi/abacusai/user_exception/index.html
+++ b/docs/autoapi/abacusai/user_exception/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -345,17 +346,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.user_exception.UserException.type">
-<span class="sig-name descname"><span class="pre">type</span></span><a class="headerlink" href="#abacusai.user_exception.UserException.type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.user_exception.UserException.type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.user_exception.UserException.value">
-<span class="sig-name descname"><span class="pre">value</span></span><a class="headerlink" href="#abacusai.user_exception.UserException.value" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.user_exception.UserException.value" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.user_exception.UserException.traceback">
-<span class="sig-name descname"><span class="pre">traceback</span></span><a class="headerlink" href="#abacusai.user_exception.UserException.traceback" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">traceback</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.user_exception.UserException.traceback" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/video_gen_settings/index.html b/docs/autoapi/abacusai/video_gen_settings/index.html
index 0fd8081c..1075a362 100644
--- a/docs/autoapi/abacusai/video_gen_settings/index.html
+++ b/docs/autoapi/abacusai/video_gen_settings/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -344,12 +345,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.video_gen_settings.VideoGenSettings.model">
-<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#abacusai.video_gen_settings.VideoGenSettings.model" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.video_gen_settings.VideoGenSettings.model" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.video_gen_settings.VideoGenSettings.settings">
-<span class="sig-name descname"><span class="pre">settings</span></span><a class="headerlink" href="#abacusai.video_gen_settings.VideoGenSettings.settings" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">settings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.video_gen_settings.VideoGenSettings.settings" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/video_search_result/index.html b/docs/autoapi/abacusai/video_search_result/index.html
index 28df8680..15c05d74 100644
--- a/docs/autoapi/abacusai/video_search_result/index.html
+++ b/docs/autoapi/abacusai/video_search_result/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -347,27 +348,27 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.video_search_result.VideoSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.video_search_result.VideoSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.video_search_result.VideoSearchResult.thumbnail_url">
-<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.video_search_result.VideoSearchResult.motion_thumbnail_url">
-<span class="sig-name descname"><span class="pre">motion_thumbnail_url</span></span><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.motion_thumbnail_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">motion_thumbnail_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.motion_thumbnail_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.video_search_result.VideoSearchResult.embed_url">
-<span class="sig-name descname"><span class="pre">embed_url</span></span><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.embed_url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">embed_url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.video_search_result.VideoSearchResult.embed_url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/web_search_response/index.html b/docs/autoapi/abacusai/web_search_response/index.html
index 9a7c83b4..e9c1fae3 100644
--- a/docs/autoapi/abacusai/web_search_response/index.html
+++ b/docs/autoapi/abacusai/web_search_response/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
diff --git a/docs/autoapi/abacusai/web_search_result/index.html b/docs/autoapi/abacusai/web_search_result/index.html
index d64a3792..9b08e180 100644
--- a/docs/autoapi/abacusai/web_search_result/index.html
+++ b/docs/autoapi/abacusai/web_search_result/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -349,37 +350,37 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult.title">
-<span class="sig-name descname"><span class="pre">title</span></span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.title" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">title</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.title" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult.url">
-<span class="sig-name descname"><span class="pre">url</span></span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.url" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">url</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.url" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult.snippet">
-<span class="sig-name descname"><span class="pre">snippet</span></span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.snippet" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">snippet</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.snippet" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult.news">
-<span class="sig-name descname"><span class="pre">news</span></span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.news" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">news</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.news" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult.place">
-<span class="sig-name descname"><span class="pre">place</span></span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.place" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">place</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.place" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult.entity">
-<span class="sig-name descname"><span class="pre">entity</span></span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.entity" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">entity</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.entity" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult.content">
-<span class="sig-name descname"><span class="pre">content</span></span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.content" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">content</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult.content" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/webhook/index.html b/docs/autoapi/abacusai/webhook/index.html
index f2f20773..f3a3473f 100644
--- a/docs/autoapi/abacusai/webhook/index.html
+++ b/docs/autoapi/abacusai/webhook/index.html
@@ -75,6 +75,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -348,32 +349,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.webhook.Webhook.webhook_id">
-<span class="sig-name descname"><span class="pre">webhook_id</span></span><a class="headerlink" href="#abacusai.webhook.Webhook.webhook_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">webhook_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.webhook.Webhook.webhook_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.webhook.Webhook.deployment_id">
-<span class="sig-name descname"><span class="pre">deployment_id</span></span><a class="headerlink" href="#abacusai.webhook.Webhook.deployment_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">deployment_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.webhook.Webhook.deployment_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.webhook.Webhook.endpoint">
-<span class="sig-name descname"><span class="pre">endpoint</span></span><a class="headerlink" href="#abacusai.webhook.Webhook.endpoint" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">endpoint</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.webhook.Webhook.endpoint" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.webhook.Webhook.webhook_event_type">
-<span class="sig-name descname"><span class="pre">webhook_event_type</span></span><a class="headerlink" href="#abacusai.webhook.Webhook.webhook_event_type" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">webhook_event_type</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.webhook.Webhook.webhook_event_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.webhook.Webhook.payload_template">
-<span class="sig-name descname"><span class="pre">payload_template</span></span><a class="headerlink" href="#abacusai.webhook.Webhook.payload_template" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">payload_template</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.webhook.Webhook.payload_template" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.webhook.Webhook.created_at">
-<span class="sig-name descname"><span class="pre">created_at</span></span><a class="headerlink" href="#abacusai.webhook.Webhook.created_at" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">created_at</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.webhook.Webhook.created_at" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/autoapi/abacusai/workflow_node_template/index.html b/docs/autoapi/abacusai/workflow_node_template/index.html
index 71228d07..6c127f8f 100644
--- a/docs/autoapi/abacusai/workflow_node_template/index.html
+++ b/docs/autoapi/abacusai/workflow_node_template/index.html
@@ -74,6 +74,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chatllm_computer/index.html">abacusai.chatllm_computer</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../chatllm_referral_invite/index.html">abacusai.chatllm_referral_invite</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../code_autocomplete_response/index.html">abacusai.code_autocomplete_response</a></li>
@@ -352,42 +353,42 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.workflow_node_template_id">
-<span class="sig-name descname"><span class="pre">workflow_node_template_id</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.workflow_node_template_id" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">workflow_node_template_id</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.workflow_node_template_id" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.function_name">
-<span class="sig-name descname"><span class="pre">function_name</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.function_name" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">function_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.function_name" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.source_code">
-<span class="sig-name descname"><span class="pre">source_code</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.source_code" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">source_code</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.source_code" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.description" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.description" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.package_requirements">
-<span class="sig-name descname"><span class="pre">package_requirements</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.package_requirements" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">package_requirements</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.package_requirements" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.tags" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.tags" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.workflow_node_template.WorkflowNodeTemplate.additional_configs">
-<span class="sig-name descname"><span class="pre">additional_configs</span></span><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.additional_configs" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">additional_configs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.workflow_node_template.WorkflowNodeTemplate.additional_configs" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/genindex.html b/docs/genindex.html
index 23deba56..a2dcf6e0 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -121,14 +121,10 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/return_class/index.html#abacusai.return_class.AbstractApiClass.__eq__">(abacusai.return_class.AbstractApiClass method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AgentResponse.__getattr__">__getattr__() (abacusai.AgentResponse method)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode.Outputs.__getattr__">__getattr__() (abacusai.api_class.ai_agents.WorkflowGraphNode.Outputs method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode.Outputs.__getattr__">(abacusai.api_class.ai_agents.WorkflowGraphNode.Outputs method)</a>
-</li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphNode.Outputs.__getattr__">(abacusai.api_class.WorkflowGraphNode.Outputs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentResponse.__getattr__">(abacusai.client.AgentResponse method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphNode.Outputs.__getattr__">(abacusai.WorkflowGraphNode.Outputs method)</a>
 </li>
@@ -173,6 +169,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.__post_init__">(abacusai.api_class.abstract.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AccuracyBelowThresholdConditionConfig.__post_init__">(abacusai.api_class.AccuracyBelowThresholdConditionConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.__post_init__">(abacusai.api_class.ai_agents.WorkflowNodeInputMapping method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping.__post_init__">(abacusai.api_class.ai_agents.WorkflowNodeOutputMapping method)</a>
 </li>
@@ -203,6 +201,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs.__post_init__">(abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.__post_init__">(abacusai.api_class.BiasViolationConditionConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BoxDatasetConfig.__post_init__">(abacusai.api_class.BoxDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMBatchPredictionArgs.__post_init__">(abacusai.api_class.ChatLLMBatchPredictionArgs method)</a>
 </li>
@@ -239,6 +239,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.__post_init__">(abacusai.api_class.dataset.DocumentProcessingConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.__post_init__">(abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.BoxDatasetConfig.__post_init__">(abacusai.api_class.dataset_application_connector.BoxDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.__post_init__">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig method)</a>
 </li>
@@ -475,6 +477,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnionTransformConfig.__post_init__">(abacusai.api_class.UnionTransformConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnpivotConfig.__post_init__">(abacusai.api_class.UnpivotConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.__post_init__">(abacusai.api_class.WorkflowNodeInputMapping method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.__post_init__">(abacusai.api_class.WorkflowNodeOutputMapping method)</a>
 </li>
@@ -483,6 +487,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.__post_init__">(abacusai.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig.__post_init__">(abacusai.BiasViolationConditionConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BoxDatasetConfig.__post_init__">(abacusai.BoxDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMBatchPredictionArgs.__post_init__">(abacusai.ChatLLMBatchPredictionArgs method)</a>
 </li>
@@ -623,6 +629,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.UnionTransformConfig.__post_init__">(abacusai.UnionTransformConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.UnpivotConfig.__post_init__">(abacusai.UnpivotConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.__post_init__">(abacusai.WorkflowNodeInputMapping method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputMapping.__post_init__">(abacusai.WorkflowNodeOutputMapping method)</a>
 </li>
@@ -733,8 +741,12 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage.__repr__">(abacusai.chat_message.ChatMessage method)</a>
 </li>
         <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.__repr__">(abacusai.chat_session.ChatSession method)</a>
+</li>
+        <li><a href="autoapi/abacusai/chatllm_computer/index.html#abacusai.chatllm_computer.ChatllmComputer.__repr__">(abacusai.chatllm_computer.ChatllmComputer method)</a>
 </li>
         <li><a href="autoapi/abacusai/chatllm_referral_invite/index.html#abacusai.chatllm_referral_invite.ChatllmReferralInvite.__repr__">(abacusai.chatllm_referral_invite.ChatllmReferralInvite method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmComputer.__repr__">(abacusai.ChatllmComputer method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmReferralInvite.__repr__">(abacusai.ChatllmReferralInvite method)</a>
 </li>
@@ -2292,6 +2304,13 @@ <h2 id="A">A</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/chat_session/index.html#module-abacusai.chat_session">module</a>
+</li>
+      </ul></li>
+      <li>
+    abacusai.chatllm_computer
+
+      <ul>
+        <li><a href="autoapi/abacusai/chatllm_computer/index.html#module-abacusai.chatllm_computer">module</a>
 </li>
       </ul></li>
       <li>
@@ -4005,6 +4024,14 @@ <h2 id="A">A</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_users_to_app_user_group">(abacusai.client.ApiClient method)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids">additional_anomaly_ids (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.additional_anomaly_ids">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/workflow_node_template/index.html#abacusai.workflow_node_template.WorkflowNodeTemplate.additional_configs">additional_configs (abacusai.workflow_node_template.WorkflowNodeTemplate attribute)</a>
@@ -5549,6 +5576,14 @@ <h2 id="B">B</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/index.html#abacusai.DocumentRetrieverLookupResult.bounding_boxes">(abacusai.DocumentRetrieverLookupResult attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.BOX">BOX (abacusai.api_class.ApplicationConnectorType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.BOX">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.BOX">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform.BOX_COX">BOX_COX (abacusai.api_class.enums.RegressionTargetTransform attribute)</a>
@@ -5557,6 +5592,14 @@ <h2 id="B">B</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform.BOX_COX">(abacusai.api_class.RegressionTargetTransform attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform.BOX_COX">(abacusai.RegressionTargetTransform attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.BoxDatasetConfig">BoxDatasetConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BoxDatasetConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.BoxDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.bp_across_versions_monitor_id">bp_across_versions_monitor_id (abacusai.batch_prediction.BatchPrediction attribute)</a>
@@ -5747,6 +5790,12 @@ <h2 id="C">C</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMBatchPredictionArgs">(class in abacusai.api_class)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmComputer">ChatllmComputer (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/chatllm_computer/index.html#abacusai.chatllm_computer.ChatllmComputer">(class in abacusai.chatllm_computer)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments">ChatLLMPredictionArguments (class in abacusai)</a>
@@ -6383,6 +6432,12 @@ <h2 id="C">C</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/compute_point_info/index.html#abacusai.compute_point_info.ComputePointInfo">(class in abacusai.compute_point_info)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/chatllm_computer/index.html#abacusai.chatllm_computer.ChatllmComputer.computer_id">computer_id (abacusai.chatllm_computer.ChatllmComputer attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmComputer.computer_id">(abacusai.ChatllmComputer attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.concatenate_data">concatenate_data() (abacusai.feature_group.FeatureGroup method)</a>
@@ -9027,16 +9082,10 @@ <h2 id="D">D</h2>
       </ul></li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DEFAULT_SERVER">DEFAULT_SERVER (in module abacusai.client)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.default_value">default_value (abacusai.api_class.ai_agents.WorkflowNodeInputMapping attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.default_value">default_value (abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig.default_value">(abacusai.api_class.ai_agents.WorkflowNodeTemplateConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.default_value">(abacusai.api_class.WorkflowNodeInputMapping attribute)</a>
-</li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeTemplateConfig.default_value">(abacusai.api_class.WorkflowNodeTemplateConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.default_value">(abacusai.WorkflowNodeInputMapping attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeTemplateConfig.default_value">(abacusai.WorkflowNodeTemplateConfig attribute)</a>
 </li>
@@ -9811,8 +9860,12 @@ <h2 id="D">D</h2>
         <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage.deprecated_keys">(abacusai.chat_message.ChatMessage attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.deprecated_keys">(abacusai.chat_session.ChatSession attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/chatllm_computer/index.html#abacusai.chatllm_computer.ChatllmComputer.deprecated_keys">(abacusai.chatllm_computer.ChatllmComputer attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/chatllm_referral_invite/index.html#abacusai.chatllm_referral_invite.ChatllmReferralInvite.deprecated_keys">(abacusai.chatllm_referral_invite.ChatllmReferralInvite attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmComputer.deprecated_keys">(abacusai.ChatllmComputer attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmReferralInvite.deprecated_keys">(abacusai.ChatllmReferralInvite attribute)</a>
 </li>
@@ -13939,14 +13992,14 @@ <h2 id="F">F</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.DeploymentConversationEvent.feedback">(abacusai.DeploymentConversationEvent attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.DeploymentConversationEvent.feedback_type">feedback_type (abacusai.deployment_conversation_event.DeploymentConversationEvent attribute)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/index.html#abacusai.DeploymentConversationEvent.feedback_type">(abacusai.DeploymentConversationEvent attribute)</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataGenerationConfig.fewshot_examples">fewshot_examples (abacusai.api_class.DataGenerationConfig attribute)</a>
 
       <ul>
@@ -14541,6 +14594,8 @@ <h2 id="F">F</h2>
         <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.from_dict">(abacusai.api_class.abstract._ApiClassFactory class method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.from_dict">(abacusai.api_class.abstract.ApiClass class method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.TriggerConfig.from_dict">(abacusai.api_class.ai_agents.TriggerConfig class method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.from_dict">(abacusai.api_class.ai_agents.WorkflowGraph class method)</a>
 </li>
@@ -14565,6 +14620,8 @@ <h2 id="F">F</h2>
         <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig class method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig class method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TriggerConfig.from_dict">(abacusai.api_class.TriggerConfig class method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.from_dict">(abacusai.api_class.WorkflowGraph class method)</a>
 </li>
@@ -14587,6 +14644,8 @@ <h2 id="F">F</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.from_dict">(abacusai.ApiClass class method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.ProjectFeatureGroupTypeMappingsConfig class method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TriggerConfig.from_dict">(abacusai.TriggerConfig class method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph.from_dict">(abacusai.WorkflowGraph class method)</a>
 </li>
@@ -16497,6 +16556,14 @@ <h2 id="I">I</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.FeatureGroupRefreshExportConfig.id_column">(abacusai.FeatureGroupRefreshExportConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.id_column">(abacusai.ForecastingMonitorConfig attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeInputType.IGNORE">IGNORE (abacusai.api_class.enums.WorkflowNodeInputType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputType.IGNORE">(abacusai.api_class.WorkflowNodeInputType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputType.IGNORE">(abacusai.WorkflowNodeInputType attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.Dataset.ignore_before">ignore_before (abacusai.Dataset attribute)</a>
@@ -17189,6 +17256,12 @@ <h2 id="I">I</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentConversationMessage.is_user">(abacusai.api_class.AgentConversationMessage attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.AgentConversationMessage.is_user">(abacusai.api_class.ai_agents.AgentConversationMessage attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.is_visible">is_visible (abacusai.external_application.ExternalApplication attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExternalApplication.is_visible">(abacusai.ExternalApplication attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.ITEM">ITEM (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
@@ -18273,14 +18346,14 @@ <h2 id="L">L</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_users">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_pipeline_version_logs">list_pipeline_version_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_pipeline_version_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.list_pipeline_versions">list_pipeline_versions() (abacusai.ApiClient method)</a>
 
       <ul>
@@ -18681,9 +18754,13 @@ <h2 id="L">L</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.local_scaling_mode">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.location">location (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BoxDatasetConfig.location">location (abacusai.api_class.BoxDatasetConfig attribute)</a>
 
       <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.location">(abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.BoxDatasetConfig.location">(abacusai.api_class.dataset_application_connector.BoxDatasetConfig attribute)</a>
+</li>
         <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.location">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.location">(abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig attribute)</a>
@@ -18709,6 +18786,8 @@ <h2 id="L">L</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.location">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ZendeskDatasetConfig.location">(abacusai.api_class.ZendeskDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BoxDatasetConfig.location">(abacusai.BoxDatasetConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.location">(abacusai.ConfluenceDatasetConfig attribute)</a>
 </li>
@@ -20236,6 +20315,8 @@ <h2 id="M">M</h2>
         <li><a href="autoapi/abacusai/chat_message/index.html#module-abacusai.chat_message">abacusai.chat_message</a>
 </li>
         <li><a href="autoapi/abacusai/chat_session/index.html#module-abacusai.chat_session">abacusai.chat_session</a>
+</li>
+        <li><a href="autoapi/abacusai/chatllm_computer/index.html#module-abacusai.chatllm_computer">abacusai.chatllm_computer</a>
 </li>
         <li><a href="autoapi/abacusai/chatllm_referral_invite/index.html#module-abacusai.chatllm_referral_invite">abacusai.chatllm_referral_invite</a>
 </li>
@@ -24158,6 +24239,14 @@ <h2 id="Q">Q</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.QWEN_2_5_32B">(abacusai.api_class.LLMName attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.QWEN_2_5_32B">(abacusai.LLMName attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.QWQ_32B">QWQ_32B (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.QWQ_32B">(abacusai.api_class.LLMName attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.QWQ_32B">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -26652,6 +26741,14 @@ <h2 id="S">S</h2>
         <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.SLACK">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.SLACK">(abacusai.ApplicationConnectorType attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.TriggerConfig.sleep_time">sleep_time (abacusai.api_class.ai_agents.TriggerConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TriggerConfig.sleep_time">(abacusai.api_class.TriggerConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TriggerConfig.sleep_time">(abacusai.TriggerConfig attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.SLIDING_ZSCORE">SLIDING_ZSCORE (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
@@ -28590,6 +28687,8 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentConversationMessage.to_dict">(abacusai.api_class.AgentConversationMessage method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.AgentConversationMessage.to_dict">(abacusai.api_class.ai_agents.AgentConversationMessage method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.TriggerConfig.to_dict">(abacusai.api_class.ai_agents.TriggerConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.to_dict">(abacusai.api_class.ai_agents.WorkflowGraph method)</a>
 </li>
@@ -28654,6 +28753,8 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold.to_dict">(abacusai.api_class.StdDevThreshold method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowConfig.to_dict">(abacusai.api_class.TimeWindowConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TriggerConfig.to_dict">(abacusai.api_class.TriggerConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.to_dict">(abacusai.api_class.WorkflowGraph method)</a>
 </li>
@@ -28718,8 +28819,12 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage.to_dict">(abacusai.chat_message.ChatMessage method)</a>
 </li>
         <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.to_dict">(abacusai.chat_session.ChatSession method)</a>
+</li>
+        <li><a href="autoapi/abacusai/chatllm_computer/index.html#abacusai.chatllm_computer.ChatllmComputer.to_dict">(abacusai.chatllm_computer.ChatllmComputer method)</a>
 </li>
         <li><a href="autoapi/abacusai/chatllm_referral_invite/index.html#abacusai.chatllm_referral_invite.ChatllmReferralInvite.to_dict">(abacusai.chatllm_referral_invite.ChatllmReferralInvite method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmComputer.to_dict">(abacusai.ChatllmComputer method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmReferralInvite.to_dict">(abacusai.ChatllmReferralInvite method)</a>
 </li>
@@ -29462,6 +29567,8 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/training_config_options/index.html#abacusai.training_config_options.TrainingConfigOptions.to_dict">(abacusai.training_config_options.TrainingConfigOptions method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfigOptions.to_dict">(abacusai.TrainingConfigOptions method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TriggerConfig.to_dict">(abacusai.TriggerConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/twitter_search_result/index.html#abacusai.twitter_search_result.TwitterSearchResult.to_dict">(abacusai.twitter_search_result.TwitterSearchResult method)</a>
 </li>
@@ -29562,6 +29669,10 @@ <h2 id="T">T</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/index.html#abacusai.AppUserGroupSignInToken.token">(abacusai.AppUserGroupSignInToken attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/chatllm_computer/index.html#abacusai.chatllm_computer.ChatllmComputer.token">(abacusai.chatllm_computer.ChatllmComputer attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmComputer.token">(abacusai.ChatllmComputer attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataGenerationConfig.token_budget">token_budget (abacusai.api_class.DataGenerationConfig attribute)</a>
@@ -30060,6 +30171,22 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeTemplateType.TRIGGER">(abacusai.api_class.WorkflowNodeTemplateType attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeTemplateType.TRIGGER">(abacusai.WorkflowNodeTemplateType attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode.trigger_config">trigger_config (abacusai.api_class.ai_agents.WorkflowGraphNode attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphNode.trigger_config">(abacusai.api_class.WorkflowGraphNode attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphNode.trigger_config">(abacusai.WorkflowGraphNode attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TriggerConfig">TriggerConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TriggerConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.TriggerConfig">(class in abacusai.api_class.ai_agents)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.truncation_strategy">truncation_strategy (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
@@ -31470,6 +31597,12 @@ <h2 id="V">V</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/index.html#abacusai.NullViolation.violation">(abacusai.NullViolation attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/chatllm_computer/index.html#abacusai.chatllm_computer.ChatllmComputer.vnc_endpoint">vnc_endpoint (abacusai.chatllm_computer.ChatllmComputer attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatllmComputer.vnc_endpoint">(abacusai.ChatllmComputer attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/tone_details/index.html#abacusai.tone_details.ToneDetails.voice_id">voice_id (abacusai.tone_details.ToneDetails attribute)</a>
diff --git a/docs/objects.inv b/docs/objects.inv
index 60d2f4e4..371505ce 100644
Binary files a/docs/objects.inv and b/docs/objects.inv differ
diff --git a/docs/py-modindex.html b/docs/py-modindex.html
index 2acfcb08..a76f64a7 100644
--- a/docs/py-modindex.html
+++ b/docs/py-modindex.html
@@ -327,6 +327,11 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="autoapi/abacusai/chat_session/index.html#module-abacusai.chat_session"><code class="xref">abacusai.chat_session</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="autoapi/abacusai/chatllm_computer/index.html#module-abacusai.chatllm_computer"><code class="xref">abacusai.chatllm_computer</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
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19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248], "cpu_gpu_memory_spec": 56, "cryptographi": 57, "custom_chat_instruct": 58, "custom_loss_funct": 59, "custom_metr": 60, "custom_metric_vers": 61, "custom_train_function_info": 62, "data_consistency_dupl": 63, "data_metr": 64, "data_prep_log": 65, "data_quality_result": 66, "data_upload_result": 67, "database_column_feature_map": 68, "database_connector": 69, "database_connector_column": 70, "database_connector_schema": 71, "dataset": [21, 72], "dataset_application_connector": 22, "dataset_column": 73, "dataset_vers": 74, "dataset_version_log": 75, "deploy": [23, 76], "deployment_auth_token": 77, "deployment_convers": 78, "deployment_conversation_ev": 79, "deployment_conversation_export": 80, "deployment_statist": 81, "document_data": 82, "document_retriev": [24, 83], "document_retriever_config": 84, "document_retriever_lookup_result": 85, "document_retriever_vers": 86, "drift_distribut": [87, 88], "eda": 89, "eda_chart_descript": 90, "eda_collinear": 91, "eda_data_consist": 92, "eda_feature_associ": 93, "eda_feature_collinear": 94, "eda_forecasting_analysi": 95, "eda_vers": 96, "embedding_feature_drift_distribut": 97, "enum": 25, "except": [50, 140], "execute_feature_group_oper": 98, "external_appl": 99, "external_invit": 100, "extracted_field": 101, "featur": 102, "feature_distribut": 103, "feature_drift_record": 104, "feature_drift_summari": 105, "feature_group": [26, 106], "feature_group_docu": 107, "feature_group_export": 108, "feature_group_export_config": 109, "feature_group_export_download_url": 110, "feature_group_lineag": 111, "feature_group_refresh_export_config": 112, "feature_group_row": 113, "feature_group_row_process": 114, "feature_group_row_process_log": 115, "feature_group_row_process_summari": 116, "feature_group_templ": 117, "feature_group_template_variable_opt": 118, "feature_group_vers": 119, "feature_group_version_log": 120, "feature_import": 121, "feature_map": 122, "feature_performance_analysi": 123, "feature_record": 124, "file_connector": 125, "file_connector_instruct": 126, "file_connector_verif": 127, "finetuned_pretrained_model": 128, "forecasting_analysis_graph_data": 129, "forecasting_monitor_item_analysi": 130, "forecasting_monitor_summari": 131, "function": [15, 16, 25, 27, 35, 50, 57, 134, 140, 215], "function_log": 132, "generated_pit_feature_config_opt": 133, "global_context": 134, "graph_dashboard": 135, "holdout_analysi": 136, "holdout_analysis_vers": 137, "hosted_model_token": 138, "image_gen_set": 139, "indexing_config": 141, "indic": 249, "inferred_database_column_to_feature_map": 142, "inferred_feature_map": 143, "item_statist": 144, "llm_app": 145, "llm_code_block": 146, "llm_execution_preview": 147, "llm_execution_result": 148, "llm_generated_cod": 149, "llm_input": 150, "llm_paramet": 151, "llm_respons": 152, "memory_opt": 153, "messaging_connector_respons": 154, "model": [28, 155], "model_artifacts_export": 156, "model_blueprint_export": 157, "model_blueprint_stag": 158, "model_loc": 159, "model_metr": 160, "model_monitor": 161, "model_monitor_org_summari": 162, "model_monitor_summari": 163, "model_monitor_summary_from_org": 164, "model_monitor_vers": 165, "model_monitor_version_metric_data": 166, "model_training_type_for_deploy": 167, "model_upload": 168, "model_vers": 169, "model_version_feature_group_schema": 170, "modification_lock_info": 171, "modul": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 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"page_data": 186, "pipelin": 187, "pipeline_refer": 188, "pipeline_step": 189, "pipeline_step_vers": 190, "pipeline_step_version_log": 191, "pipeline_step_version_refer": 192, "pipeline_vers": 193, "pipeline_version_log": 194, "playground_text": 195, "point_in_time_featur": 196, "point_in_time_feature_info": 197, "point_in_time_group": 198, "point_in_time_group_featur": 199, "prediction_cli": 200, "prediction_dataset": 201, "prediction_feature_group": 202, "prediction_input": 203, "prediction_log_record": 204, "prediction_oper": 205, "prediction_operator_vers": 206, "problem_typ": 207, "project": [31, 208], "project_config": 209, "project_feature_group": 210, "project_feature_group_schema": 211, "project_feature_group_schema_vers": 212, "project_valid": 213, "pydoc": 249, "python_funct": [32, 214], "python_function_valid": 215, "python_plot_funct": 216, "range_viol": 217, "realtime_monitor": 218, "refresh": 33, "refresh_pipeline_run": 219, "refresh_polici": 220, "refresh_schedul": 221, "regenerate_llm_external_appl": 222, "resolved_feature_group_templ": 223, "return_class": 224, "routing_act": 225, "schema": 226, "segment": 34, "streaming_auth_token": 227, "streaming_cli": 228, "streaming_connector": 229, "streaming_row_count": 230, "streaming_sample_cod": 231, "submodul": [27, 140], "template_node_detail": 232, "test_point_predict": 233, "tone_detail": 234, "training_config_opt": 235, "twitter_search_result": 236, "upload": 237, "upload_part": 238, "use_cas": 239, "use_case_requir": 240, "user": 241, "user_except": 242, "video_gen_set": 243, "video_search_result": 244, "web_search_respons": 245, "web_search_result": 246, "webhook": 247, "workflow_node_templ": 248}})
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 5ae5506b..b8dd7c7e 100644
--- a/setup.py
+++ b/setup.py
@@ -1,7 +1,7 @@
 from setuptools import find_packages, setup
 
 
-__version__ = '1.4.21'
+__version__ = '1.4.22'
 
 
 setup(name='abacusai',