"""Explicit V4-C1 entry; --plan never starts CUDA, W&B or training.""" import argparse import json from pathlib import Path import sys import tomllib ROOT = Path(__file__).resolve().parents[2] sys.path.insert(0, str(ROOT / "src")) def main(): parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--config", type=Path, default=ROOT / "configs/posttrain-v4-c1.toml") parser.add_argument("--resume", action="store_true") parser.add_argument("--plan", action="store_true") parser.add_argument("--offline", action="store_true", help="W&B local logs only; credentials never supplied as CLI args") args = parser.parse_args() config = tomllib.loads(args.config.read_text(encoding="utf-8")) if args.plan: from vimeml.posttraining.train import build_plan plan = build_plan(config) print(json.dumps({k: v for k, v in plan.items() if k not in {"code_sha256", "required_files"}}, indent=2)) return output = ROOT / config["output_dir"] logs = ROOT / config["log_dir"] if args.resume and not (output / "last.pt").exists(): parser.error("No C1 last.pt checkpoint to resume") if not args.resume and (output.exists() and any(output.iterdir()) or logs.exists() and any(logs.iterdir())): parser.error("Fresh C1 output/log directories must be empty") tracking = config.get("tracking", {}) if not tracking.get("enabled", True): from vimeml.posttraining.train import run return run(config, resume=args.resume) import wandb directory = ROOT / "artifacts/tracking" directory.mkdir(parents=True, exist_ok=True) mode = "offline" if args.offline else tracking.get("mode", "online") # Initialize before importing SummaryWriter. New W&B launch, same group, # so a checkpoint rollback cannot overwrite a previous run's step history. with wandb.init(project=tracking["project"], entity=tracking.get("entity"), name=output.name, group=output.name, mode=mode, dir=str(directory), sync_tensorboard=True, save_code=False, force=mode == "online", config=config, settings=wandb.Settings(disable_git=True, init_timeout=30)) as cloud: from vimeml.training.data import write_json write_json(directory / f"{output.name}-live.json", {"id": cloud.id, "url": cloud.url, "resume": args.resume}) print(f"W&B run: {cloud.url}" if cloud.url else "W&B offline", flush=True) from vimeml.posttraining.train import run result = run(config, resume=args.resume) cloud.summary.update({"training_result": result}) return result if __name__ == "__main__": main()