#!/usr/bin/env python3 """Run independent exploratory arms to completion; failures do not gate other arms.""" from __future__ import annotations import json import os import subprocess import sys import time from pathlib import Path ROOT = Path(__file__).resolve().parents[1] ART = ROOT / "docs/development-artifacts/hebbian-future-v1" def status(state, **extra): row = {"time": time.time(), "pid": os.getpid(), "state": state, **extra} temporary = ART / "execution-status.tmp" temporary.write_text(json.dumps(row, indent=2) + "\n") temporary.replace(ART / "execution-status.json") print(json.dumps(row), flush=True) def main(): env = os.environ.copy() env.update( PYTHONPATH=str(ROOT / "src"), OMP_NUM_THREADS="4", OPENBLAS_NUM_THREADS="4", MPLCONFIGDIR=str(ART / "matplotlib-cache"), TOKENIZERS_PARALLELISM="false", ) sys.path.insert(0, str(ROOT / "src")) from llm_memory_editability.hebbian_future import digest, write paths = [ Path(__file__), ROOT / "src/llm_memory_editability/hebbian_model.py", ROOT / "src/llm_memory_editability/hebbian_data.py", ROOT / "data/hebbian-learning-v1/source/qwen3-0.6b-base/model.safetensors", ROOT / "data/hebbian-learning-v1/source/qwen3-0.6b-base/config.json", ] lock = ART / "execution-source-lock.json" if not lock.exists(): write( lock, { "before_launch": time.time(), "files": {str(p.relative_to(ROOT)): digest(p) for p in paths}, }, ) jobs = [] commands = [("real", ["real", "--device", "cuda:2"])] commands += [ (f"chains-{i}", ["chains", "--device", f"cuda:{i + 3}", "--shard", str(i), "--shards", "7"]) for i in range(7) ] (ART / "logs").mkdir(exist_ok=True) for name, args in commands: with (ART / "logs" / (name + ".log")).open("a") as log: p = subprocess.Popen( [sys.executable, "scripts/run_hebbian_future.py", *args], cwd=ROOT, env=env, stdout=log, stderr=subprocess.STDOUT, ) jobs.append((name, p)) real_analysis = None while True: codes = {name: proc.poll() for name, proc in jobs} if codes["real"] == 0 and real_analysis is None: with (ART / "logs/real-analysis.log").open("a") as log: real_analysis = subprocess.Popen( [sys.executable, "scripts/report_hebbian_future.py", "real"], cwd=ROOT, env=env, stdout=log, stderr=subprocess.STDOUT, ) status( "running", workers=[{"name": n, "pid": p.pid, "exit": codes[n]} for n, p in jobs], real_analysis_exit=None if real_analysis is None else real_analysis.poll(), ) if all(code is not None for code in codes.values()): break time.sleep(15) if any(code != 0 for code in codes.values()): status("technical_failure", codes=codes) return 1 if real_analysis is not None and real_analysis.wait() != 0: status("real_analysis_failure") return 1 for stage in ("chains", "plot", "audit"): subprocess.run( [sys.executable, "scripts/report_hebbian_future.py", stage], cwd=ROOT, env=env, check=True, ) status("complete") return 0 if __name__ == "__main__": raise SystemExit(main())