#!/usr/bin/env python3 """Launch parallel European HPLT filtering workers. The filter itself is intentionally single-process and shard-safe. This launcher splits the actual HF train parquet file list across workers and starts each worker in a detached screen session with its own output directory and log. """ from __future__ import annotations import argparse import subprocess from pathlib import Path from huggingface_hub import list_repo_files def parse_args() -> argparse.Namespace: ap = argparse.ArgumentParser() ap.add_argument("--repo-id", default="ashtok897/european-hplt-v1") ap.add_argument("--workers", type=int, default=4) ap.add_argument("--out-dir", type=Path, default=Path("data/european_hplt_pl_parallel")) ap.add_argument("--log-dir", type=Path, default=Path("logs")) ap.add_argument("--screen-prefix", default="hplt") ap.add_argument("--target-total-tokens", type=int, default=500_000_000) ap.add_argument("--max-records-per-worker", type=int, default=200_000) ap.add_argument("--shard-records", type=int, default=25_000) ap.add_argument("--shard-tokens", type=int, default=25_000_000) ap.add_argument("--progress-every", type=int, default=100_000) ap.add_argument("--dry-run", action="store_true") return ap.parse_args() def main() -> None: args = parse_args() if args.workers < 1: raise SystemExit("--workers must be >= 1") files = sorted( path for path in list_repo_files(args.repo_id, repo_type="dataset") if path.startswith("data/train/") and path.endswith(".parquet") ) if not files: raise SystemExit(f"No train parquet files found in {args.repo_id}") args.out_dir.mkdir(parents=True, exist_ok=True) args.log_dir.mkdir(parents=True, exist_ok=True) target_tokens = max(1, args.target_total_tokens // args.workers) chunks = [files[idx:: args.workers] for idx in range(args.workers)] print(f"repo={args.repo_id} train_files={len(files)} workers={args.workers}") for worker, chunk in enumerate(chunks): if not chunk: continue out_dir = args.out_dir / f"worker_{worker}" out_dir.mkdir(parents=True, exist_ok=True) log_path = args.log_dir / f"filter_european_hplt_{args.screen_prefix}_w{worker}.log" data_files = ",".join(chunk) cmd = ( "python3 src/filter_european_hplt.py " f"--repo-id {args.repo_id} " f"--data-files '{data_files}' " f"--out-dir '{out_dir}' " f"--source-name european_hplt_pl_w{worker} " f"--max-records {args.max_records_per_worker} " f"--max-tokens {target_tokens} " f"--shard-records {args.shard_records} " f"--shard-tokens {args.shard_tokens} " f"--progress-every {args.progress_every} " f"> '{log_path}' 2>&1" ) print( f"worker_{worker}: files={len(chunk)} target_tokens={target_tokens:,} " f"first={chunk[0]} last={chunk[-1]} log={log_path}" ) if not args.dry_run: subprocess.run( ["screen", "-dmS", f"{args.screen_prefix}_w{worker}", "zsh", "-lc", cmd], check=True, ) if __name__ == "__main__": main()