Upload hf_job_edge_mem.py with huggingface_hub
Browse files- hf_job_edge_mem.py +55 -0
hf_job_edge_mem.py
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#!/usr/bin/env python3
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"""HF Jobs wrapper for scaling edge-memorization (arXiv:2510.26745)."""
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import argparse, json, os, subprocess, sys, time
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from datetime import datetime
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from pathlib import Path
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def main():
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p = argparse.ArgumentParser()
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p.add_argument("--degree", type=int, default=300)
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p.add_argument("--path_len", type=int, default=5)
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p.add_argument("--layers", type=int, default=8)
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p.add_argument("--dim", type=int, default=384)
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p.add_argument("--heads", type=int, default=8)
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p.add_argument("--edge_epochs", type=int, default=10000)
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p.add_argument("--path_epochs", type=int, default=3000)
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p.add_argument("--lr", type=float, default=1e-3)
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p.add_argument("--seed", type=int, default=42)
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args = p.parse_args()
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run_name = f"hfjob_d{args.degree}_L{args.layers}_D{args.dim}_e{args.edge_epochs}_s{args.seed}"
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run_dir = Path("experiment_logs") / run_name
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run_dir.mkdir(parents=True, exist_ok=True)
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cmd = [
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sys.executable, "repro/scripts/training_status.py",
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"--graph", "star", "--degree", str(args.degree),
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"--path_len", str(args.path_len),
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"--layers", str(args.layers), "--dim", str(args.dim), "--heads", str(args.heads),
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"--edge_epochs", str(args.edge_epochs), "--path_epochs", str(args.path_epochs),
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"--lr", str(args.lr), "--seed", str(args.seed),
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"--output_dir", str(run_dir)
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]
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print("Running:", " ".join(cmd))
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start = time.time()
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try:
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res = subprocess.run(cmd, check=True, capture_output=True, text=True)
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exit_code = 0
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except subprocess.CalledProcessError as e:
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exit_code = e.returncode
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duration = time.time() - start
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summary = {
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"run": run_name, "finished": exit_code == 0, "exit_code": exit_code,
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"duration_sec": round(duration), "degree": args.degree,
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"edge_epochs": args.edge_epochs, "path_epochs": args.path_epochs,
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"timestamp": datetime.utcnow().isoformat()
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}
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out = Path("repro/bundle") / f"{run_name}_summary.json"
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out.parent.mkdir(parents=True, exist_ok=True)
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json.dump(summary, open(out, "w"), indent=2)
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print(json.dumps(summary, indent=2))
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if __name__ == "__main__":
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main()
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