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Merge pull request #169 from danmcp/unittests
Add check data unit tests
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,190 @@ | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
|
|
||
| # Standard | ||
| from unittest import mock | ||
|
|
||
| # First Party | ||
| from instructlab.eval.mt_bench_common import Judge, check_data | ||
|
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| CHECK_DATA_EXAMPLE_QUESTIONS = [ | ||
| { | ||
| "question_id": 81, | ||
| "category": "writing", | ||
| "turns": [ | ||
| "Fake question", | ||
| "Fake question", | ||
| ], | ||
| }, | ||
| { | ||
| "question_id": 101, | ||
| "category": "reasoning", | ||
| "turns": [ | ||
| "Fake question", | ||
| "Fake question", | ||
| ], | ||
| }, | ||
| ] | ||
| CHECK_DATA_EXAMPLE_MODEL_ANSWERS = { | ||
| "granite-7b-lab": { | ||
| 81: { | ||
| "question_id": 81, | ||
| "answer_id": "c4j9vPyHM8w3JHPGohrJQG", | ||
| "model_id": "granite-7b-lab", | ||
| "choices": [ | ||
| { | ||
| "index": 0, | ||
| "turns": [ | ||
| "Fake answer", | ||
| "Fake answer", | ||
| ], | ||
| } | ||
| ], | ||
| "tstamp": 1730816201.883507, | ||
| }, | ||
| 101: { | ||
| "question_id": 101, | ||
| "answer_id": "kaQw7Fj2SDeE2VfvU25FJ4", | ||
| "model_id": "granite-7b-lab", | ||
| "choices": [ | ||
| { | ||
| "index": 0, | ||
| "turns": [ | ||
| "Fake answer", | ||
| "Fake answer", | ||
| ], | ||
| } | ||
| ], | ||
| "tstamp": 1730816166.3719094, | ||
| }, | ||
| } | ||
| } | ||
| CHECK_DATA_EXAMPLE_REFERENCE_ANSWERS = { | ||
| "merlinite-7b-lab": { | ||
| 101: { | ||
| "question_id": 101, | ||
| "answer_id": "TFomieEmmAgdeCkvmuvwbc", | ||
| "model_id": "gpt-4", | ||
| "choices": [ | ||
| { | ||
| "index": 0, | ||
| "turns": [ | ||
| "Fake answer", | ||
| "Fake answer", | ||
| ], | ||
| } | ||
| ], | ||
| "tstamp": 1686286924.844282, | ||
| }, | ||
| 102: { | ||
| "question_id": 102, | ||
| "answer_id": "hLH8WozvaB88bb5vV224H4", | ||
| "model_id": "gpt-4", | ||
| "choices": [ | ||
| { | ||
| "index": 0, | ||
| "turns": [ | ||
| "Fake answer", | ||
| "Fake answer", | ||
| ], | ||
| } | ||
| ], | ||
| "tstamp": 1686286937.7164738, | ||
| }, | ||
| } | ||
| } | ||
|
|
||
| CHECK_DATA_EXAMPLE_MODELS = ["granite-7b-lab"] | ||
| CHECK_DATA_EXAMPLE_JUDGES = { | ||
| "default": Judge( | ||
| model_name="merlinite-7b-lab", | ||
| prompt_template={ | ||
| "name": "single-v1", | ||
| "type": "single", | ||
| "system_prompt": "Fake prompt", | ||
| "prompt_template": "Fake prompt", | ||
| "description": "Prompt for general questions", | ||
| "category": "general", | ||
| "output_format": "[[rating]]", | ||
| }, | ||
| ref_based=False, | ||
| multi_turn=False, | ||
| ), | ||
| "math": Judge( | ||
| model_name="merlinite-7b-lab", | ||
| prompt_template={ | ||
| "name": "single-math-v1", | ||
| "type": "single", | ||
| "system_prompt": "Fake prompt", | ||
| "prompt_template": "Fake prompt", | ||
| "description": "Prompt for general questions", | ||
| "category": "math", | ||
| "output_format": "[[rating]]", | ||
| }, | ||
| ref_based=True, | ||
| multi_turn=False, | ||
| ), | ||
| "default-mt": Judge( | ||
| model_name="merlinite-7b-lab", | ||
| prompt_template={ | ||
| "name": "single-v1-multi-turn", | ||
| "type": "single", | ||
| "system_prompt": "Fake prompt", | ||
| "prompt_template": "Fake prompt", | ||
| "description": "Prompt for general questions", | ||
| "category": "general", | ||
| "output_format": "[[rating]]", | ||
| }, | ||
| ref_based=False, | ||
| multi_turn=True, | ||
| ), | ||
| "math-mt": Judge( | ||
| model_name="merlinite-7b-lab", | ||
| prompt_template={ | ||
| "name": "single-math-v1-multi-turn", | ||
| "type": "single", | ||
| "system_prompt": "Fake prompt", | ||
| "prompt_template": "Fake prompt", | ||
| "description": "Prompt for general questions", | ||
| "category": "math", | ||
| "output_format": "[[rating]]", | ||
| }, | ||
| ref_based=True, | ||
| multi_turn=True, | ||
| ), | ||
| } | ||
|
|
||
|
|
||
| def test_check_data(): | ||
| check_data( | ||
| CHECK_DATA_EXAMPLE_QUESTIONS, | ||
| CHECK_DATA_EXAMPLE_MODEL_ANSWERS, | ||
| CHECK_DATA_EXAMPLE_REFERENCE_ANSWERS, | ||
| CHECK_DATA_EXAMPLE_MODELS, | ||
| CHECK_DATA_EXAMPLE_JUDGES, | ||
| ) | ||
|
|
||
| try: | ||
| check_data( | ||
| CHECK_DATA_EXAMPLE_QUESTIONS, | ||
| {"granite-7b-lab": {}}, | ||
| CHECK_DATA_EXAMPLE_REFERENCE_ANSWERS, | ||
| CHECK_DATA_EXAMPLE_MODELS, | ||
| CHECK_DATA_EXAMPLE_JUDGES, | ||
| ) | ||
| except Exception as e: | ||
| assert "Missing model granite-7b-lab's answer to Question" in str(e) | ||
| else: | ||
| assert False, "Didn't fail with missing model answer" | ||
|
|
||
| try: | ||
| check_data( | ||
| CHECK_DATA_EXAMPLE_QUESTIONS, | ||
| CHECK_DATA_EXAMPLE_MODEL_ANSWERS, | ||
| {"merlinite-7b-lab": {}}, | ||
| CHECK_DATA_EXAMPLE_MODELS, | ||
| CHECK_DATA_EXAMPLE_JUDGES, | ||
| ) | ||
| except Exception as e: | ||
| assert "Missing reference answer to Question" in str(e) | ||
| else: | ||
| assert False, "Didn't fail with missing reference answer" |