Structured Outputs with Pydantic for CRITIC (QA, Math, Code) #183

emmalin-7 · 2024-06-21T09:35:03Z

🤔 Reasoning

Structuring output for the CRITIC agent into pydantic format.

🚧 Changes

Added separate outputs for each mode: QA, Math, and Code

✅ PR Checklist

Summary by CodeRabbit

New Features
- Introduced new output models for critics across various strategies to provide structured and detailed feedback.
- Added new methods to create and return instances of these output models.
Improvements
- Enhanced output generation process to include more detailed critique and related information.
- Updated parameter types for better flexibility and accuracy in handling different kinds of input data.
Documentation
- Updated notebook with new execution examples and comments to reflect changes in output models and methods.

pydantic for critic

coderabbitai · 2024-06-21T09:35:10Z

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Commits

Files that changed from the base of the PR and between c1e78c1 and 1afdb53.

Walkthrough

The recent changes introduce several Pydantic models for handling outputs in various critic strategies within the agential codebase. Specifically, CriticOutput and CriticPydanticOutput models are added to manage the structured outputs. These updates aim to standardize the output format across different critic strategies, including QA, code, and math critiques. Additionally, method type annotations and parameters have been adjusted to improve flexibility and correctness.

Changes

Files	Change Summary
`.../cog/agent/critic.py`	Added `CriticOutput` model, updated `generate` method to use this model.
`.../cog/strategies/critic/base.py`	Added abstract `create_output_pydantic` method, updated type annotation in `update_answer`.
`.../critic/code.py`	Introduced `CriticPydanticOutput`, updated `generate_pydantic_output` method.
`.../critic/math.py`	Added `CriticPydanticOutput`, included `create_output_pydantic` method.
`.../critic/qa.py`	Added `CriticPydanticOutput` and `generate_pydantic_output` method to `CriticQAStrategy`.
`notebooks/critic.ipynb`	Updated execution counts, inserted code snippets for `CriticOutput` demonstrations.

Poem

In the realm of code so fine,
Pydantic models now align.
Critics sharpened, structured bright,
Outputs clear as morning light.
Rabbits cheer with joyful hop,
For code improvements never stop!
🌟🐇

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coderabbitai

Actionable comments posted: 3

Outside diff range and nitpick comments (1)

agential/cog/agent/critic.py (1)
Line range hint 96-118: Incomplete implementation in generate method.

The method generate in the CriticAgent class refers to a method create_output_pydantic that is not implemented and is marked with XXXXXXX. This needs to be completed or removed to avoid runtime errors.
-                 self.strategy.create_output_pydantic(
-                     XXXXXXX
-                 )
+                 # TODO: Implement or remove this placeholder
+                 # self.strategy.create_output_pydantic(
+                 #     <appropriate_parameters>
+                 # )

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Commits

Files that changed from the base of the PR and between 62d55e2 and d2a689f.

Files selected for processing (2)

agential/cog/agent/critic.py (4 hunks)
agential/cog/strategies/critic/code.py (3 hunks)

Additional comments not posted (1)

agential/cog/strategies/critic/code.py (1)
12-36: Duplicate class definition observed.

The class CriticPydanticOutput is defined both here and in critic.py. To maintain DRY principles and ensure consistency, consider defining this class in a common module and importing it where needed.
[REFACTOR_SUGGESTion]
- class CriticPydanticOutput(BaseModel):
-     ...
+ from agential.cog.agent.critic import CriticPydanticOutput

agential/cog/agent/critic.py

agential/cog/strategies/critic/code.py

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

coderabbitai

Actionable comments posted: 0

Outside diff range and nitpick comments (1)

agential/cog/strategies/critic/base.py (1)

63-78: Well-defined new abstract method create_output_pydantic.

The addition of the create_output_pydantic method is a strong architectural decision, promoting modularity and reusability by ensuring that subclasses will implement a consistent method for creating structured outputs using Pydantic models. The method signature and docstring are clear and informative, which will help in maintaining and extending the code.

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Files that changed from the base of the PR and between d2a689f and 031e08d.

Files selected for processing (3)

agential/cog/agent/critic.py (4 hunks)
agential/cog/strategies/critic/base.py (3 hunks)
agential/cog/strategies/critic/code.py (3 hunks)

Files skipped from review as they are similar to previous changes (2)

agential/cog/agent/critic.py
agential/cog/strategies/critic/code.py

Additional comments not posted (1)

agential/cog/strategies/critic/base.py (1)

10-11: Addition of Pydantic import is appropriate for the new functionality.

The import of BaseModel, Field, and Extra from pydantic is necessary for defining the new Pydantic model and is correctly placed at the top of the file, following Python best practices.

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agential/cog/agent/critic.py (4 hunks)

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agential/cog/agent/critic.py

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agential/cog/strategies/critic/base.py (3 hunks)

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agential/cog/strategies/critic/base.py

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agential/cog/strategies/critic/code.py (3 hunks)

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agential/cog/strategies/critic/code.py

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agential/cog/strategies/critic/code.py (3 hunks)
agential/cog/strategies/critic/math.py (2 hunks)
agential/cog/strategies/critic/qa.py (2 hunks)

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agential/cog/strategies/critic/code.py

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agential/cog/strategies/critic/math.py (1)

175-195: Review of the create_output_pydantic method.

The method is well-implemented and follows good practices in terms of documentation and structure. However, ensure that all possible edge cases are handled, especially regarding the types and values of the inputs to avoid runtime errors.

agential/cog/strategies/critic/qa.py (1)

183-202: Review of the generate_pydantic_output method.

The method is well-implemented and follows good practices in terms of documentation and structure. However, ensure that all possible edge cases are handled, especially regarding the types and values of the inputs to avoid runtime errors.

agential/cog/strategies/critic/math.py

agential/cog/strategies/critic/qa.py

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agential/cog/strategies/critic/math.py

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agential/cog/strategies/critic/base.py (3 hunks)
agential/cog/strategies/critic/qa.py (3 hunks)

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agential/cog/strategies/critic/base.py
agential/cog/strategies/critic/qa.py

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agential/cog/agent/critic.py (5 hunks)
agential/cog/strategies/critic/base.py (3 hunks)
agential/cog/strategies/critic/code.py (6 hunks)
agential/cog/strategies/critic/math.py (4 hunks)
agential/cog/strategies/critic/qa.py (4 hunks)

Files skipped from review as they are similar to previous changes (5)

agential/cog/agent/critic.py
agential/cog/strategies/critic/base.py
agential/cog/strategies/critic/code.py
agential/cog/strategies/critic/math.py
agential/cog/strategies/critic/qa.py

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agential/cog/strategies/critic/base.py (4 hunks)
agential/cog/strategies/critic/code.py (4 hunks)
agential/cog/strategies/critic/math.py (3 hunks)
agential/cog/strategies/critic/qa.py (3 hunks)

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agential/cog/strategies/critic/base.py
agential/cog/strategies/critic/code.py
agential/cog/strategies/critic/qa.py

Additional comments not posted (2)

agential/cog/strategies/critic/math.py (2)

15-31: LGTM!

The CriticPydanticOutput class is well-defined with clear attributes and descriptions. The use of Pydantic for data validation and serialization is appropriate.

176-197: LGTM!

The create_output_pydantic method is well-implemented with clear parameters and return type. The method docstring is clear and concise.

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agential/cog/agent/critic.py
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…main

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agential/cog/agent/critic.py

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agential/cog/strategies/critic/code.py

agential/cog/strategies/critic/math.py

agential/cog/strategies/critic/qa.py

emmalin-7 added 3 commits June 21, 2024 02:31

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alckasoc changed the title ~~pydantic to critic~~ Structured Outputs with Pydantic for CRITIC (QA, Math, Code) Jun 24, 2024

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Structured Outputs with Pydantic for CRITIC (QA, Math, Code) #183

Structured Outputs with Pydantic for CRITIC (QA, Math, Code) #183

emmalin-7 commented Jun 21, 2024 •

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Structured Outputs with Pydantic for CRITIC (QA, Math, Code) #183

Structured Outputs with Pydantic for CRITIC (QA, Math, Code) #183

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emmalin-7 commented Jun 21, 2024 • edited by coderabbitai bot Loading

🤔 Reasoning

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✅ PR Checklist

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emmalin-7 commented Jun 21, 2024 •

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