58 lines
2.9 KiB
Python
58 lines
2.9 KiB
Python
"""Meaningful scorer and frozen-provenance checks; no inference."""
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import importlib.util
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from pathlib import Path
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import tempfile
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import unittest
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spec = importlib.util.spec_from_file_location('mixed_eval', Path(__file__).with_name('evaluate.py'))
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evaluate = importlib.util.module_from_spec(spec); spec.loader.exec_module(evaluate)
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class EvaluationTests(unittest.TestCase):
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def test_frozen_real_assets_verify(self):
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fixture, _ = evaluate.load_fixture()
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self.assertEqual(len(fixture['assets']), 32)
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self.assertEqual(len(fixture['queries']), 91)
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self.assertTrue(any(a.get('source_repository') for a in fixture['assets']))
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def test_multiple_relevant_files_and_duplicate_hits(self):
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query = {'expected': ['a', 'b'], 'hard_negatives': ['x']}
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result = evaluate.score(query, [{'asset': x} for x in ['x', 'a', 'a', 'c', 'b']])
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self.assertEqual(result['first_relevant_rank'], 2)
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self.assertEqual(result['recall_at_5'], 1)
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self.assertEqual(result['reciprocal_rank'], .5)
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self.assertTrue(result['hard_negative_in_top5'])
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def test_no_answer_is_not_counted_as_positive_recall(self):
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result = evaluate.score({'expected': []}, [{'asset': 'unrelated'}])
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self.assertTrue(result['no_answer_returned_any'])
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self.assertIsNone(result['recall_at_5'])
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self.assertIsNone(result['top1'])
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self.assertIsNone(result['reciprocal_rank'])
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def test_temporal_labels_file_relevance_only(self):
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result = evaluate.score({'expected': [{'asset': 'speech', 'start_s': 20, 'end_s': 25}]}, [{'asset': 'speech', 'source': {'number': 0}}])
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self.assertTrue(result['top1']) # Deliberately no invented timestamp success metric.
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def test_label_tampering_rejected_before_assets(self):
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with tempfile.TemporaryDirectory() as directory:
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path = Path(directory)
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(path / 'fixture.json').write_text('{"assets": []}')
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(path / 'labels.lock.json').write_text('{"fixture_sha256": "wrong"}')
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with self.assertRaisesRegex(ValueError, 'Frozen labels changed'):
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evaluate.load_fixture(path)
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def test_summary_separates_scope_and_language(self):
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rows = []
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for scope, lang, expected, found in [('all_files', 'en', ['a'], ['b']), ('code', 'en', ['a'], ['a']), ('all_files', 'de', [], ['b'])]:
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query = {'expected': expected, 'language': lang, 'category': 'code'}
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rows.append({'mode': 'hybrid', 'scope': scope, 'query': query, 'score': evaluate.score(query, [{'asset': a} for a in found])})
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groups = evaluate.summarize(rows)
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self.assertEqual(len(groups), 3)
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self.assertEqual(next(g for g in groups if g['scope'] == 'code')['top1'], 1)
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self.assertEqual(next(g for g in groups if g['language'] == 'de')['no_answer_returned_any'], 1)
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if __name__ == '__main__':
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unittest.main()
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