AzureOpenAI model grader support in evals #41599
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- Implement AzureOpenAIScoreModelGrader in _aoai/score_model_grader.py
- Update module exports in _aoai/__init__.py and __init__.py
- Register grader in _evaluate/_evaluate_aoai.py grader registry
- Add comprehensive sample script with real credentials support
- Include integration plan documentation
- Support conversation-style input, score ranges, and sampling parameters
- Handle template variables using {{ item.field }} syntax
- Provide fallback demo mode for configuration testing
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Pull Request Overview
This pull request adds support for grading using the AzureOpenAIScoreModelGrader by integrating it into the evaluator registry and providing corresponding test data. Key changes include:
- Updating test files and evaluator registries to include the new grader.
- Implementing the new AzureOpenAIScoreModelGrader wrapper in the SDK.
- Updating module init files to export the new grader.
Reviewed Changes
Copilot reviewed 6 out of 8 changed files in this pull request and generated no comments.
Show a summary per file
| File | Description |
|---|---|
| sdk/evaluation/azure-ai-evaluation/tests/unittests/test_save_eval.py | Added new grader to evaluator list. |
| sdk/evaluation/azure-ai-evaluation/tests/unittests/data/score_model_test_data.jsonl | Added new test data for score model evaluations. |
| sdk/evaluation/azure-ai-evaluation/azure/ai/evaluation/_evaluate/_evaluate_aoai.py | Registered the new grader in the evaluator mapping. |
| sdk/evaluation/azure-ai-evaluation/azure/ai/evaluation/_aoai/score_model_grader.py | Implemented the new AzureOpenAIScoreModelGrader. |
| sdk/evaluation/azure-ai-evaluation/azure/ai/evaluation/_aoai/init.py | Updated exports to include the new grader. |
| sdk/evaluation/azure-ai-evaluation/azure/ai/evaluation/init.py | Updated public API to expose the new grader. |
Comments suppressed due to low confidence (1)
sdk/evaluation/azure-ai-evaluation/azure/ai/evaluation/_aoai/score_model_grader.py:64
- [nitpick] The parameter name 'range' shadows a built-in function. Consider renaming it to 'score_range' to avoid potential confusion.
range: Optional[List[float]] = None,
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Description
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