| # 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 | |
| **Highlighted Features** | |
| - [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. | |