Autogen? Autobuild!

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AI Summary

Summary: Autobuild Feature in autogen

• Introduction:
  • Presenter: Andy
  • Topic: Autobuild feature in autogen
  • Goal: Teach how to use Autobuild in projects
  • Note: Andy is recovering from COVID-19
• Setting Up Environment:
  • Use Visual Studio Code
  • Create a new terminal window
  • Create a Conda environment with Python 3.11.3
  • Activate the new environment
  • Install autogen with pip
  • Create oi_config_uncore_list for API keys
  • Ensure the Conda environment is active in Visual Studio Code
• Using Autobuild:
  • Import AgentBuilder from autogen
  • Set up configuration path and list
  • Instantiate AgentBuilder with configuration and models
  • Set up a building task for the AgentBuilder
  • Execute builder.build with the task and coding flag set to true
  • AgentBuilder returns agent list and configurations
  • Set up an execution task for the agents
  • Create a group chat object and manager for agent interaction
  • Initiate the chat with the first agent in the list
• Running the Project:
  • Clear the terminal and run the project
  • Review the output: agents generated and configurations prepared
  • Agents create Python code but do not execute it
• Saving Configurations:
  • Add builder.save to save agent configurations
  • Run the project again to generate and save new configurations
• Observations and Considerations:
  • Agent creation for tasks is fairly consistent
  • Agents may not always complete the given task
  • User proxy agent lacks an LLM config, limiting its responses
  • Cache settings may not be honored correctly
• Conclusion:
  • Autobuild is powerful but requires careful prompting
  • Links to project code and additional resources will be provided
• Resources:
  • Project code gist
  • Autobuild blog post
  • Notebook the code was based on