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[rag evals][2/n] add more braintrust scoring fns for RAG eval (#666)
# What does this PR do? - add more braintrust scoring functions for RAG eval - add tests for evaluating against context ## Test Plan ``` pytest -v -s -m braintrust_scoring_together_inference scoring/test_scoring.py ``` <img width="850" alt="image" src="https://github.com/user-attachments/assets/2f8f0693-ea13-422c-a183-f798faf86433" /> **Example Output** - https://gist.github.com/yanxi0830/2acf3b8b3e8132fda2a48b1f0a49711b <img width="827" alt="image" src="https://github.com/user-attachments/assets/9014b957-107c-4c23-bbc0-812cbd0b16da" /> <img width="436" alt="image" src="https://github.com/user-attachments/assets/21e9da17-f426-49b2-9113-855cab7b3d40" /> ## Sources Please link relevant resources if necessary. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Ran pre-commit to handle lint / formatting issues. - [ ] Read the [contributor guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md), Pull Request section? - [ ] Updated relevant documentation. - [ ] Wrote necessary unit or integration tests.
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12 changed files with 276 additions and 12 deletions
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@ -38,9 +38,15 @@ def data_url_from_file(file_path: str) -> str:
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async def register_dataset(
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datasets_impl: Datasets, for_generation=False, dataset_id="test_dataset"
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datasets_impl: Datasets,
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for_generation=False,
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for_rag=False,
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dataset_id="test_dataset",
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):
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test_file = Path(os.path.abspath(__file__)).parent / "test_dataset.csv"
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if for_rag:
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test_file = Path(os.path.abspath(__file__)).parent / "test_rag_dataset.csv"
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else:
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test_file = Path(os.path.abspath(__file__)).parent / "test_dataset.csv"
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test_url = data_url_from_file(str(test_file))
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if for_generation:
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@ -49,6 +55,13 @@ async def register_dataset(
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"input_query": StringType(),
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"chat_completion_input": ChatCompletionInputType(),
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}
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elif for_rag:
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dataset_schema = {
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"expected_answer": StringType(),
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"input_query": StringType(),
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"generated_answer": StringType(),
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"context": StringType(),
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}
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else:
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dataset_schema = {
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"expected_answer": StringType(),
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