dp-zp-agent/tools/graphrag/evaluation/freeze_graphrag.py

71 lines
4.2 KiB
Python

"""Freeze the exact code, data, graph and parameters after complete DEV evaluation."""
from __future__ import annotations
import argparse
import json
from datetime import datetime, timezone
from pathlib import Path
from .reproducibility import content_fingerprints, sha256_file
def make_freeze(dev: dict, questions: list[dict], fingerprints: dict, audit: dict) -> dict:
expected_ids = {q['id'] for q in questions if q['split'] == 'dev'}
actual_ids = [row['id'] for row in dev['questions']]
if dev['configuration']['split'] != 'dev' or set(actual_ids) != expected_ids or len(actual_ids) != len(expected_ids):
raise RuntimeError('Freeze requires the complete DEV split, without duplicates.')
if dev['summary']['error_count'] or any(row.get('error') for row in dev['questions']):
raise RuntimeError('Freeze requires DEV without runtime errors.')
if dev['run_metadata']['fingerprints'] != fingerprints:
raise RuntimeError('Code or data changed after DEV; rerun DEV before freezing.')
if audit['dataset_sha256'] != fingerprints['dataset_sha256'] or audit['inputs'] != fingerprints['inputs']:
raise RuntimeError('Source audit does not match the benchmark and inputs.')
if len(audit['questions']) != len(questions) or {r['id'] for r in audit['questions']} != {q['id'] for q in questions}:
raise RuntimeError('Source audit must cover every question exactly once.')
schema3 = any(question.get('graph', {}).get('schema_version') == 3 for question in questions)
partition = None
if schema3:
if audit.get('source_corpus') != fingerprints.get('source_corpus'):
raise RuntimeError('Independent audit does not match original Markdown sources.')
if any(not row.get('source_consistent') for row in audit['questions']):
raise RuntimeError('Resolve source-inconsistent annotations before freezing v2.')
profiles = {split: {profile for question in questions if question['split'] == split
for profile in question.get('graph', {}).get('source_profiles', [])}
for split in ('dev', 'test')}
if profiles['dev'] & profiles['test']:
raise RuntimeError('DEV/TEST source profiles overlap; independent holdout refused.')
if not profiles['dev'] or not profiles['test']:
raise RuntimeError('Primary v2 freeze requires declared DEV and TEST source profiles.')
partition = {'method': 'disjoint source profiles',
'dev_profile_count': len(profiles['dev']),
'test_profile_count': len(profiles['test']), 'overlap': 0}
return {'schema_version': 2 if schema3 else 1,
'partition': partition, 'frozen_at_utc': datetime.now(timezone.utc).isoformat(),
'fingerprints': fingerprints, 'graph': dev['run_metadata']['graph'],
'parameters': {key: dev['configuration'][key] for key in ['limit', 'max_entities']},
'dev_summary': dev['summary'], 'source_audit_summary': audit['by_split'],
'policy': 'Report all questions including negatives. No exclusions or holdout tuning.'}
def main() -> None:
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument('--dev-results', type=Path, required=True)
parser.add_argument('--questions', type=Path, default=Path(__file__).parent / 'graphrag_questions_v3.json')
parser.add_argument('--audit', type=Path, required=True)
parser.add_argument('--output', type=Path, required=True)
args = parser.parse_args()
if args.output.exists():
parser.error('Freeze manifest already exists; choose a new version/output path.')
manifest = make_freeze(json.loads(args.dev_results.read_text()), json.loads(args.questions.read_text()),
content_fingerprints(args.questions), json.loads(args.audit.read_text()))
manifest.update({'dev_results_sha256': sha256_file(args.dev_results),
'audit_sha256': sha256_file(args.audit)})
args.output.parent.mkdir(parents=True, exist_ok=True)
with args.output.open('x', encoding='utf-8') as output:
output.write(json.dumps(manifest, ensure_ascii=False, indent=2) + '\n')
print(f'Frozen GraphRAG: {args.output}')
if __name__ == '__main__':
main()