#!/usr/bin/env python3 """Explicit, bounded parallel launcher. Running this script starts experiments.""" import argparse import json import os import subprocess import sys import uuid from concurrent.futures import ThreadPoolExecutor, as_completed from pathlib import Path from release_support import add_path_arguments from run_experiment import HERE, METHODS, atomic_json def execute(job, args, launch_id): method, fold, seed = job command = [sys.executable, str(HERE / "run_experiment.py"), "--methods", method, "--folds", str(fold), "--seeds", str(seed)] for option, value in (("--data-dir", args.data_dir), ("--features", args.features), ("--feature-ids", args.feature_ids), ("--descriptors", args.descriptors), ("--fold-split", args.fold_split), ("--output-dir", args.output_dir)): command.extend([option, str(value.expanduser().resolve())]) if args.smoke_test: command.append("--smoke-test") environment = os.environ.copy() for key in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS", "VECLIB_MAXIMUM_THREADS", "NUMEXPR_NUM_THREADS"): environment[key] = "1" log = args.output_dir / "launcher_logs" / launch_id / f"{method}_fold{fold}_seed{seed}.log" log.parent.mkdir(parents=True, exist_ok=True) with log.open("w") as handle: result = subprocess.run(command, stdout=handle, stderr=subprocess.STDOUT, env=environment, check=False) return {"method": method, "fold": fold, "seed": seed, "returncode": result.returncode} def main(): parser = argparse.ArgumentParser(description=__doc__) add_path_arguments(parser) parser.add_argument("--methods", nargs="+", choices=METHODS, default=list(METHODS)) parser.add_argument("--folds", nargs="+", type=int, choices=range(5), default=list(range(5))) parser.add_argument("--seeds", nargs="+", type=int, default=[0, 1, 2]) parser.add_argument("--workers", type=int, default=3) parser.add_argument("--smoke-test", action="store_true") args = parser.parse_args() if args.workers < 1: parser.error("--workers must be positive") args.output_dir = args.output_dir.expanduser().resolve() jobs = [(method, fold, seed) for seed in args.seeds for fold in args.folds for method in args.methods] if len(set(jobs)) != len(jobs): parser.error("Repeated methods, folds, or seeds would launch duplicate concurrent jobs") launch_id = uuid.uuid4().hex results = [] with ThreadPoolExecutor(max_workers=args.workers) as pool: futures = [pool.submit(execute, job, args, launch_id) for job in jobs] for future in as_completed(futures): result = future.result() results.append(result) print(json.dumps(result), flush=True) atomic_json(args.output_dir / "launches" / f"{launch_id}.json", { "methods": args.methods, "folds": args.folds, "seeds": args.seeds, "smoke_test": args.smoke_test, "workers": args.workers, "results": results, }) if any(result["returncode"] for result in results): raise SystemExit("One or more jobs failed; inspect launcher_logs. Matching completed runs may be resumed safely.") if __name__ == "__main__": main()