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https://huggingface.co/datasets/llamaindex/ExtractBench-results/resolve/main/tools/validate.py
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4.98 kB
| #!/usr/bin/env python3 | |
| """Validate ``results/<pipeline>/*.jsonl`` before publishing or opening a PR. | |
| python tools/validate.py --benchmark parsebench results/datalab_accurate | |
| Checks: canonical JSON per line, ids sorted and unique, every id exists in the | |
| pinned data revision (``data_manifest.json`` next to ``results/``), required | |
| fields, pipeline name matches the folder, and no private hosts, paths, run ids | |
| or credentials anywhere in the file. Exit 1 on any finding. | |
| Python 3.9+, standard library only. | |
| """ | |
| import argparse | |
| import json | |
| import os | |
| import sys | |
| sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))) | |
| from hfresults_common import ( # noqa: E402 | |
| BENCHMARKS, | |
| canonical_dumps, | |
| check_record, | |
| foreign_hosts, | |
| gate_scan, | |
| load_data_manifest, | |
| read_jsonl, | |
| record_stem, | |
| ) | |
| def validate_pipeline(benchmark: str, results_dir: str, manifest, *, max_report: int = 20): | |
| spec = BENCHMARKS[benchmark] | |
| pipeline = os.path.basename(os.path.normpath(results_dir)) | |
| findings = [] | |
| counts = {} | |
| files = [c for c in spec["categories"] if os.path.exists(os.path.join(results_dir, c + ".jsonl"))] | |
| if not files: | |
| return ["no <category>.jsonl in %s" % results_dir], counts | |
| for name in sorted(os.listdir(results_dir)): | |
| if name.endswith(".jsonl") and name[:-6] not in spec["categories"]: | |
| findings.append("unknown category file %s" % name) | |
| for category in files: | |
| path = os.path.join(results_dir, category + ".jsonl") | |
| previous = None | |
| seen = set() | |
| n = 0 | |
| for number, line, record in read_jsonl(path): | |
| n += 1 | |
| where = "%s:%d" % (path, number) | |
| if canonical_dumps(record) != line: | |
| findings.append("%s: line is not canonical JSON (re-run pack.py)" % where) | |
| problems = check_record(record, benchmark=benchmark, pipeline=pipeline, category=category) | |
| findings.extend("%s: %s" % (where, p) for p in problems) | |
| if problems: | |
| continue | |
| _group, stem = record_stem(record) | |
| example_id = record["request"]["example_id"] | |
| if example_id in seen: | |
| findings.append("%s: duplicate id %s" % (where, example_id)) | |
| seen.add(example_id) | |
| if previous is not None and example_id < previous: | |
| findings.append("%s: ids not sorted (%s after %s)" % (where, example_id, previous)) | |
| previous = example_id | |
| if manifest is not None and stem not in manifest["_stems"].get(category, set()): | |
| findings.append("%s: %s is not a document of %s@%s" % (where, example_id, manifest["repo"], manifest["revision"][:8])) | |
| for pattern, snippet in gate_scan(line): | |
| findings.append("%s: private pattern %s: %r" % (where, pattern, snippet)) | |
| hosts = foreign_hosts(record) | |
| if hosts: | |
| findings.append("%s: unexpected hosts outside model output: %s" % (where, hosts)) | |
| if len(findings) > 5000: | |
| break | |
| counts[category] = n | |
| return findings, counts | |
| def main() -> int: | |
| parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) | |
| parser.add_argument("--benchmark", required=True, choices=sorted(BENCHMARKS)) | |
| parser.add_argument("results_dirs", nargs="+", help="one or more results/<pipeline> folders") | |
| parser.add_argument("--data-manifest", default=None, help="data_manifest.json (default: ../../data_manifest.json)") | |
| parser.add_argument("--no-ids", action="store_true", help="skip the document id check") | |
| parser.add_argument("--json", action="store_true", help="machine-readable summary") | |
| args = parser.parse_args() | |
| manifest = None | |
| if not args.no_ids: | |
| manifest_path = args.data_manifest or os.path.join(os.path.dirname(os.path.normpath(args.results_dirs[0])), "..", "data_manifest.json") | |
| if os.path.exists(manifest_path): | |
| manifest = load_data_manifest(manifest_path) | |
| else: | |
| print("WARNING: no data_manifest.json at %s; skipping id check" % manifest_path, file=sys.stderr) | |
| exit_code = 0 | |
| summary = {} | |
| for results_dir in args.results_dirs: | |
| findings, counts = validate_pipeline(args.benchmark, results_dir, manifest) | |
| summary[results_dir] = {"documents": counts, "findings": len(findings), "first_findings": findings[:20]} | |
| if findings: | |
| exit_code = 1 | |
| if not args.json: | |
| status = "FAIL" if findings else "ok" | |
| print("%s %s %s" % (status, results_dir, json.dumps(counts))) | |
| for finding in findings[:20]: | |
| print(" " + finding) | |
| if len(findings) > 20: | |
| print(" ... %d more" % (len(findings) - 20)) | |
| if args.json: | |
| print(json.dumps(summary, indent=2)) | |
| return exit_code | |
| if __name__ == "__main__": | |
| sys.exit(main()) | |