Structured Outputs for ReAct with Pydantic #197

emmalin-7 · 2024-07-04T01:38:44Z

🤔 Reasoning

Explain the purpose of this PR...

🚧 Changes

Describe the changes made...

✅ PR Checklist

Summary by CodeRabbit

New Features
- Enhanced agent output with detailed attributes including answer, thought, action type, query, observation, and external tool info.
Improvements
- Increased flexibility in output data types for agent strategies, allowing for more versatile data handling.

coderabbitai · 2024-07-04T01:38:50Z

Walkthrough

The recent code modifications introduce a ReActOutput class in agential/cog/agent/react.py, enhancing the existing ReActAgent by structuring output through Pydantic's BaseModel. Furthermore, the return type of the create_output_dict function in agential/cog/strategies/react/base.py is updated to allow more flexibility in the output dictionary's value types.

Changes

File	Change Summary
`agential/cog/agent/react.py`	Introduced a `ReActOutput` class with attributes for structured outputs, now used within the `ReActAgent`'s `generate` method.
`agential/cog/strategies/react/base.py`	Changed the return type of `create_output_dict` to `Dict[str, Any]` for more versatile data structure handling.

Sequence Diagram(s)

sequenceDiagram
    participant User
    participant ReActAgent
    participant ExternalTool

    User->>ReActAgent: Provide input query
    ReActAgent->>ReActAgent: Generate thought
    ReActAgent->>ReActOutput: Create structured output
    ReActAgent->>ExternalTool: Query external tool (if needed)
    ExternalTool-->>ReActAgent: Provide observation
    ReActAgent-->User: Return complete result

Poem

In code we march, with thoughts so bright, 🌟
A model's born in Pydantic light,
Outputs diverse, now clean and grand,
Our ReAct dances upon command.
🎶 Hail to the changes, flexibility's might! 💻

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coderabbitai

Actionable comments posted: 1

Outside diff range and nitpick comments (1)

agential/cog/agent/react.py (1)
13-13: Add a blank line after imports.

For readability, add a blank line between the import statements and the class definition.
from pydantic import BaseModel, Field

+ 
class ReActOutput(BaseModel):

Review details

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Review profile: CHILL

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Files that changed from the base of the PR and between 75da0c8 and b66981f.

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agential/cog/agent/react.py (2 hunks)

Additional comments not posted (2)

agential/cog/agent/react.py (2)

15-15: Class docstring is well-documented.

The class docstring provides a clear and comprehensive description of the class and its attributes.

28-28: Attributes are well-defined with descriptions.

The attributes are well-defined using Field from pydantic with appropriate descriptions.

agential/cog/agent/react.py

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agential/cog/agent/react.py (2 hunks)

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agential/cog/agent/react.py

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Files that changed from the base of the PR and between 3af137c and 8817b24.

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agential/cog/agent/react.py (2 hunks)

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agential/cog/agent/react.py

codecov · 2024-07-05T00:18:33Z

Codecov Report

All modified and coverable lines are covered by tests ✅

Files	Coverage Δ
agential/cog/agent/react.py	`100.00% <100.00%> (ø)`

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Files that changed from the base of the PR and between 8817b24 and 307ccbf.

Files selected for processing (2)

agential/cog/agent/react.py (4 hunks)
agential/cog/strategies/react/base.py (1 hunks)

Files skipped from review due to trivial changes (1)

agential/cog/strategies/react/base.py

Files skipped from review as they are similar to previous changes (1)

agential/cog/agent/react.py

emmalin-7 added 2 commits July 3, 2024 18:34

Co-authored-by: Vincent Tu <[email protected]>

1544862

test

b66981f

emmalin-7 added the design Suggested design/organizational changes label Jul 4, 2024

emmalin-7 added this to the Organized, Self-Contained Modules & Structured Outputs milestone Jul 4, 2024

emmalin-7 assigned alckasoc and emmalin-7 Jul 4, 2024

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Update agential/cog/agent/react.py

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alckasoc and others added 2 commits July 3, 2024 20:18

Merge branch 'main' into emma/react_output

38469a9

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alckasoc dismissed their stale review via 8817b24 July 5, 2024 00:14

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alckasoc unassigned emmalin-7 Jul 5, 2024

alckasoc linked an issue Jul 5, 2024 that may be closed by this pull request

[Feature Request]: Structured Outputs with Pydantic #167

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307ccbf

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alckasoc merged commit 66ff44b into main Jul 5, 2024
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alckasoc deleted the emma/react_output branch July 5, 2024 00:25

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Structured Outputs for ReAct with Pydantic #197

Structured Outputs for ReAct with Pydantic #197

emmalin-7 commented Jul 4, 2024 •

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Structured Outputs for ReAct with Pydantic #197

Structured Outputs for ReAct with Pydantic #197

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emmalin-7 commented Jul 4, 2024 • edited by coderabbitai bot Loading

🤔 Reasoning

🚧 Changes

✅ PR Checklist

Summary by CodeRabbit

coderabbitai bot commented Jul 4, 2024 • edited Loading

Walkthrough

Changes

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emmalin-7 commented Jul 4, 2024 •

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