data/diffusion/generate_lustify_multi.py

#!/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()