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# Overview | ||
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<span style={{lineHeight: "80px"}}>TaskWeaver</span> | ||
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**TaskWeaver** is a *code-first* agent framework for seamlessly planning and executing data analytics tasks. | ||
This innovative framework interprets user requests through coded snippets and efficiently | ||
coordinates a variety of plugins in the form of functions to execute | ||
data analytics tasks | ||
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**Highlighted Features** | ||
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- [x] **Rich data structure** - TaskWeaver allows you to work with rich data | ||
structures in Python, such as DataFrames, instead of having to work with | ||
text strings. | ||
- [x] **Customized algorithms** - TaskWeaver allows you to encapsulate your | ||
own algorithms into plugins (in the form of Python functions), | ||
and orchestrate them to achieve complex tasks. | ||
- [x] **Incorporating domain-specific knowledge** - TaskWeaver is designed to | ||
be easily incorporating domain-specific knowledge, such as the knowledge | ||
of execution flow, to improve the reliability of the AI copilot. | ||
- [x] **Stateful conversation** - TaskWeaver is designed to support stateful | ||
conversation. It can remember the context of the conversation and | ||
leverage it to improve the user experience. | ||
- [x] **Code verification** - TaskWeaver is designed to verify the generated code | ||
before execution. It can detect potential issues in the generated code | ||
and provide suggestions to fix them. | ||
- [x] **Easy to use** - TaskWeaver is designed to be easy to use. | ||
We provide a set of sample plugins and a tutorial to help you get started. | ||
Users can easily create their own plugins based on the sample plugins. | ||
TaskWeaver offers an open-box experience, allowing users to run a service immediately after installation. | ||
- [x] **Easy to debug** - TaskWeaver is designed to be easy to debug. | ||
We have detailed logs to help you understand what is going on during calling the LLM, | ||
the code generation, and execution process. | ||
- [x] **Security consideration** - TaskWeaver supports a basic session management to keep | ||
different users' data separate. The code execution is separated into different processes in order not to interfere with each other. | ||
- [x] **Easy extension** - TaskWeaver is designed to be easily extended to accomplish | ||
more complex tasks. You can create multiple AI copilots to | ||
act in different roles, and orchestrate them to achieve complex tasks. |
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