"""Audit dependency samples against real local The Stack v2 repositories.""" from __future__ import annotations import argparse from collections import Counter import json import os from pathlib import Path import time import tiktoken from audit_repoinfo_stack_v2 import load_bodies, make_repo, sample_repositories from stackbuild import BuildConfig, build_samples ROOT = Path(__file__).resolve().parents[1] DATA_ROOT = Path(os.environ.get( "STACKGO_DATA_ROOT", "/home/ldj/tgai/data/pretrain-data" )) DEFAULT_DATA = DATA_ROOT / "the-stack-v2-contents-star-gt10" DEFAULT_REPORT = ROOT / "reports/stackbuild-audit.json" def audit_repo(repo, samples, max_tokens: int) -> tuple[list[str], dict]: errors: list[str] = [] source_paths = {file.path.lstrip("/") for file in repo.files} covered = {file.path for sample in samples for file in sample.files} if covered != source_paths: errors.append( f"coverage mismatch missing={len(source_paths - covered)} " f"extra={len(covered - source_paths)}" ) if any(sample.kind != "dependency" for sample in samples): errors.append("non-dependency sample emitted") ids = [sample.sample_id for sample in samples] if len(ids) != len(set(ids)): errors.append("duplicate sample ids") oversized = [sample.sample_id for sample in samples if sample.token_count > max_tokens] if oversized: errors.append(f"{len(oversized)} samples exceed token budget") malformed = [ sample.sample_id for sample in samples if not sample.text.startswith(f"<|begin▁of▁repo▁name|>{repo.repo_id}<|end▁of▁repo▁name|>\n") or sample.text.count("<|begin▁of▁file▁name|>") != len(sample.files) or "<|endoftext|>" in sample.text or "<|fim_" in sample.text ] if malformed: errors.append(f"{len(malformed)} samples have malformed boundary tokens") return errors, { "files": len(source_paths), "samples": len(samples), "covered_files": len(covered), "max_sample_tokens": max((sample.token_count for sample in samples), default=0), } def main() -> None: parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--data-root", type=Path, default=DEFAULT_DATA) parser.add_argument("--repositories", type=int, default=10) parser.add_argument("--seed", type=int, default=20261030) parser.add_argument("--max-tokens", type=int, default=8192) parser.add_argument("--report", type=Path, default=DEFAULT_REPORT) args = parser.parse_args() sampled = sample_repositories(args.data_root, 1, args.repositories, args.seed) encoding = tiktoken.get_encoding("cl100k_base") config = BuildConfig(max_tokens=args.max_tokens) report = {"seed": args.seed, "max_tokens": args.max_tokens, "repositories": []} totals = Counter() maximum_sample_tokens = 0 started = time.perf_counter() for shard, rows in sampled: bodies = load_bodies(shard, rows) for row in rows: repo, source_errors = make_repo(row, bodies) before = time.perf_counter() samples = build_samples(repo, config=config, tokenizer=encoding) errors, stats = audit_repo(repo, samples, args.max_tokens) errors[:0] = source_errors record = { "repo_id": repo.repo_id, "revision_id": repo.revision_id, "elapsed_seconds": round(time.perf_counter() - before, 4), "stats": stats, "errors": errors, } report["repositories"].append(record) maximum_sample_tokens = max(maximum_sample_tokens, stats["max_sample_tokens"]) additive = {key: value for key, value in stats.items() if key != "max_sample_tokens"} totals.update(repositories=1, errors=len(errors), **additive) print(repo.repo_id, stats, f"errors={len(errors)}", flush=True) totals["elapsed_seconds"] = round(time.perf_counter() - started, 3) totals["max_sample_tokens"] = maximum_sample_tokens report["totals"] = dict(totals) args.report.parent.mkdir(parents=True, exist_ok=True) temporary = args.report.with_suffix(args.report.suffix + ".part") temporary.write_text(json.dumps(report, ensure_ascii=False, indent=2) + "\n") temporary.replace(args.report) print(json.dumps(report["totals"], indent=2), flush=True) if totals["errors"]: raise SystemExit(1) if __name__ == "__main__": main()