#!/usr/bin/env python3 """Run identical Lustify SDXL jobs concurrently on multiple GPUs.""" from __future__ import annotations import argparse import os import subprocess import sys from pathlib import Path ROOT = Path(__file__).resolve().parent DEFAULT_SCRIPT = ROOT / "generate_lustify.py" DEFAULT_PYTHON = Path(sys.executable) def parse_args() -> tuple[argparse.Namespace, list[str]]: parser = argparse.ArgumentParser( description=( "Launch one identical Lustify generation job per GPU. " "Seeds are base_seed, base_seed-1, ..." ) ) parser.add_argument("--gpus", required=True, help="Comma-separated physical GPU IDs, e.g. 4,5,6,7") parser.add_argument("--seed", required=True, type=int, help="Seed for the first GPU") parser.add_argument("--output", default="outputs/lustify.png", help="Base output path") parser.add_argument("--log-dir", type=Path, default=ROOT / "logs") parser.add_argument("--script", type=Path, default=DEFAULT_SCRIPT, help=argparse.SUPPRESS) parser.add_argument("--python", type=Path, default=DEFAULT_PYTHON, help=argparse.SUPPRESS) parser.add_argument("--dry-run", action="store_true", help="Show GPU/seed/output mapping without launching") args, child_args = parser.parse_known_args() return args, child_args def parse_gpus(value: str) -> list[int]: try: gpus = [int(item.strip()) for item in value.split(",") if item.strip()] except ValueError as error: raise SystemExit("--gpus must be a comma-separated list of integer GPU IDs") from error if not gpus: raise SystemExit("--gpus must contain at least one GPU ID") if len(set(gpus)) != len(gpus): raise SystemExit("--gpus must not contain duplicate GPU IDs") if any(gpu < 0 for gpu in gpus): raise SystemExit("GPU IDs must be non-negative") return gpus def output_for(base: Path, seed: int) -> Path: suffix = base.suffix or ".png" return base.with_name(f"{base.stem}_seed{seed}{suffix}") def terminate_all(processes: list[subprocess.Popen]) -> None: for process in processes: if process.poll() is None: process.terminate() for process in processes: if process.poll() is None: try: process.wait(timeout=10) except subprocess.TimeoutExpired: process.kill() def main() -> None: args, child_args = parse_args() gpus = parse_gpus(args.gpus) if not args.script.is_file(): raise SystemExit(f"Generation script does not exist: {args.script}") if not args.python.is_file(): raise SystemExit(f"Python interpreter does not exist: {args.python}") if "--device" in child_args: raise SystemExit("Do not pass --device; each physical GPU is mapped to cuda:0 automatically") base_output = Path(args.output) jobs = [] for index, gpu in enumerate(gpus): seed = args.seed - index output = output_for(base_output, seed) log = args.log_dir / f"{base_output.stem}_gpu{gpu}_seed{seed}.log" jobs.append((gpu, seed, output, log)) print(f"GPU {gpu}: seed={seed}, output={output}, log={log}") if args.dry_run: return base_output.parent.mkdir(parents=True, exist_ok=True) args.log_dir.mkdir(parents=True, exist_ok=True) processes: list[subprocess.Popen] = [] exit_codes: list[int] = [] log_files = [] try: for gpu, seed, output, log in jobs: env = os.environ.copy() env["CUDA_VISIBLE_DEVICES"] = str(gpu) env.setdefault("TOKENIZERS_PARALLELISM", "false") env.setdefault("PYTORCH_CUDA_ALLOC_CONF", "expandable_segments:True") command = [ str(args.python), str(args.script), *child_args, "--seed", str(seed), "--output", str(output), ] log_file = log.open("w", encoding="utf-8") log_files.append(log_file) processes.append( subprocess.Popen( command, cwd=ROOT, env=env, stdout=log_file, stderr=subprocess.STDOUT, ) ) exit_codes = [process.wait() for process in processes] except KeyboardInterrupt: print("Interrupted; terminating all child processes", file=sys.stderr) terminate_all(processes) raise SystemExit(130) finally: for log_file in log_files: log_file.close() failures = [(*jobs[index][:2], code, jobs[index][3]) for index, code in enumerate(exit_codes) if code] if failures: for gpu, seed, code, log in failures: print(f"FAILED GPU {gpu}, seed {seed}, exit={code}; see {log}", file=sys.stderr) raise SystemExit(1) print(f"Completed {len(jobs)} jobs successfully") if __name__ == "__main__": main()