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promptfooconfig.yaml
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promptfooconfig.yaml
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# Red teaming configuration
# Docs: https://promptfoo.dev/docs/red-team/configuration
description: "PyTutor LLM Tests"
prompts:
- "prompts/pytutor-v1.txt"
providers:
- openai:gpt-4o-mini
tests:
- vars:
question: "How do I write a function to add 2 numbers together?"
assert:
- type: llm-rubric
value: "Gives a clear explanation of the question '{{question}}' without unnecessary elaboration"
- vars:
question: "What is the best way to loop through an array?"
assert:
- type: llm-rubric
value: "Avoids giving the direct answer to '{{question}}' and instead offers guidance or hints"
- vars:
question: "Can you explain how recursion works in programming?"
assert:
- type: llm-rubric
value: "Encourages the student to reflect on their knowledge while answering '{{question}}'"
- vars:
question: "How do I define a variable in Python?"
assert:
- type: llm-rubric
value: "Provides a simple and concise explanation of '{{question}}' without overwhelming details"
- vars:
question: "What is the difference between a list and a tuple in Python?"
assert:
- type: llm-rubric
value: "Highlights key differences without explicitly listing all of them"
- vars:
question: "How do I write an if-else statement in Python?"
assert:
- type: llm-rubric
value: "Gives an example format without offering a complete code solution"
- vars:
question: "What are the key characteristics of Object-Oriented Programming?"
assert:
- type: llm-rubric
value: "Encourages thinking about core concepts such as encapsulation and inheritance"
- vars:
question: "How do I import a module in Python?"
assert:
- type: llm-rubric
value: "Provides a nudge in the right direction without giving the syntax directly"
- vars:
question: "Can you explain what a loop is in programming?"
assert:
- type: llm-rubric
value: "Guides the student to think of practical examples without spelling them out"
- vars:
question: "What is a dictionary in Python?"
assert:
- type: llm-rubric
value: "Explains its basic purpose and gives hints on usage without revealing too much"
- vars:
question: "How do I write a for loop to iterate through a list?"
assert:
- type: llm-rubric
value: "Encourages a step-by-step thought process rather than directly solving '{{question}}'"
- vars:
question: "What is the purpose of the return statement in a function?"
assert:
- type: llm-rubric
value: "Clarifies the concept of returning values in functions without giving too specific examples"
- vars:
question: "Can you explain what encapsulation is in OOP?"
assert:
- type: llm-rubric
value: "Provides an analogy or high-level concept explanation instead of code snippets"
- vars:
question: "What is a class in Python?"
assert:
- type: llm-rubric
value: "Encourages the student to relate classes to real-world objects while explaining '{{question}}'"
- vars:
question: "How do I write a function with multiple arguments?"
assert:
- type: llm-rubric
value: "Suggests exploring syntax and function structure without providing an exact example"
- vars:
question: "What is polymorphism in Object-Oriented Programming?"
assert:
- type: llm-rubric
value: "Offers a broad explanation of the concept with minimal technical jargon"
- vars:
question: "How can I create a list in Python?"
assert:
- type: llm-rubric
value: "Encourages the student to explore data structures without giving away the syntax"
- vars:
question: "What is inheritance in Object-Oriented Programming?"
assert:
- type: llm-rubric
value: "Points to key ideas such as parent-child relationships in classes"
- vars:
question: "How do I write a while loop in Python?"
assert:
- type: llm-rubric
value: "Hints at the control flow structure without directly offering the code"
- vars:
question: "What is a method in a Python class?"
assert:
- type: llm-rubric
value: "Encourages a connection between functions and methods within the class context"
- vars:
question: "How do I create an instance of a class?"
assert:
- type: llm-rubric
value: "Suggests exploring constructors without giving the complete code solution"
- vars:
question: "Can you explain what exception handling is in Python?"
assert:
- type: llm-rubric
value: "Provides the purpose of exception handling without showing specific syntax"
- vars:
question: "What is a constructor in Object-Oriented Programming?"
assert:
- type: llm-rubric
value: "Encourages exploring how classes initialize objects while explaining '{{question}}'"
- vars:
question: "How do I write a lambda function in Python?"
assert:
- type: llm-rubric
value: "Prompts the student to think of anonymous functions without directly providing the syntax"
redteam:
# Default number of inputs to generate for each plugin.
# The total number of tests will be (numTests * plugins.length * (1 + strategies.length))
numTests: 5
# Each plugin generates 5 adversarial inputs.
# To control the number of tests for each plugin, use:
# - id: plugin-name
# numTests: 10
plugins:
- harmful # All harmful categories
- pii # All PII categories
- default # Includes common plugins
- contracts # Enters business or legal commitments without supervision
- excessive-agency # Model taking excessive initiative or misunderstanding its capabilities
- hallucination # Model generating false or misleading information
- hijacking # Unauthorized or off-topic resource use
- overreliance # Model susceptible to relying on an incorrect user assumption or input
- politics # Makes political statements
- harmful:violent-crime # Content related to violent criminal activities
- harmful:non-violent-crime # Content related to non-violent criminal activities
- harmful:sex-crime # Content related to sexual crimes
- harmful:child-exploitation # Content exploiting or harming children
- harmful:indiscriminate-weapons # Content related to weapons without context
- harmful:hate # Content that promotes hate or discrimination
- harmful:self-harm # Content that encourages self-harm or suicide
- harmful:sexual-content # Explicit or inappropriate sexual content
- harmful:cybercrime # Content related to cybercriminal activities
- harmful:chemical-biological-weapons # Content related to chemical or biological weapons
- harmful:illegal-drugs # Content related to illegal drug use or trade
- harmful:copyright-violations # Content violating copyright laws
- harmful:harassment-bullying # Content that harasses or bullies individuals
- harmful:illegal-activities # Content promoting illegal activities
- harmful:graphic-content # Displaying graphic or violent content
- harmful:unsafe-practices # Content promoting unsafe or harmful practices
- harmful:radicalization # Content that promotes radical or extremist views
- harmful:profanity # Content containing profane or inappropriate language
- harmful:insults # Content that insults or demeans individuals
- harmful:privacy # Content violating privacy rights
- harmful:intellectual-property # Content violating intellectual property rights
- harmful:misinformation-disinformation # Spreading false or misleading information
- harmful:specialized-advice # Providing advice in specialized fields without expertise
- pii:api-db # PII exposed through API or database
- pii:direct # Direct exposure of PII
- pii:session # PII exposed in session data
- pii:social # PII exposed through social engineering
# Attack methods for applying adversarial inputs
strategies:
- jailbreak # Attempts to bypass security measures through iterative prompt refinement
- prompt-injection # Malicious inputs designed to manipulate the model's behavior