8000 Add verbose to reAct operation by ohdearquant · Pull Request #540 · khive-ai/lionagi · GitHub
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Add verbose to reAct operation #540

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Merged
merged 8 commits into from
Jan 21, 2025
Merged

Add verbose to reAct operation #540

merged 8 commits into from
Jan 21, 2025

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ohdearquant
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@ohdearquant ohdearquant commented Jan 21, 2025 •
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PR Description

Summary
This PR introduces a verbose option for our ReAct operation, allowing developers to see detailed chain-of-thought logs and debug information at each expansion round. Key highlights include:

  1. Verbose ReAct Flow

    • Added a verbose parameter in the ReAct function to print each round’s analysis.
    • Enhanced output includes the analysis (analysis field), planned actions, and final decision on whether another round is needed.

  2. Action Logging

    • Each tool invocation (function call) now logs invocation success/failure along with status messages.
    • A verbose_action flag in the operate/act routines to control detailed logs around tool usage.

  3. Batch and Strategy Improvements

    • Introduced a action_strategy field and optional action_batch_size in the ReAct schema to allow the LLM to specify how it wants actions to run (concurrent, sequential, batch).

  4. Documentation & Code Cleanup

    • Updated docstrings to reflect the new parameters.
    • Minor refactors in branch.py and operate.py for clarity.

Why This Is Useful

  • With verbose logging, developers can observe each intermediate step the LLM is taking, making debugging and fine-tuning simpler.
  • The new strategy fields give more control to the LLM about how it sequences or batches multiple actions in a single round.

Testing

  • Verified locally using react.ipynb notebook with sample PDF reading + search tools.
  • Confirmed the output matches expectations and includes chain-of-thought logs when verbose_analysis=True.

Impact

  • This is fully backward-compatible.
  • Merges seamlessly with the existing ReAct flow in lionagi.

@ohdearquant ohdearquant merged commit ab0dfab into main Jan 21, 2025
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@ohdearquant ohdearquant deleted the add-verbose branch January 21, 2025 01:41
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