Overview
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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.