Download server/phase3/run_phase3.py from lylybig8/mdm_coverage: direct link, hf CLI and curl.
- Browser
- Download file 4.72 kB
-
https://huggingface.co/datasets/lylybig8/mdm_coverage/resolve/main/server/phase3/run_phase3.py
- Command line
-
hf download hf://datasets/lylybig8/mdm_coverage/server/phase3/run_phase3.py
-
curl -L -o run_phase3.py https://huggingface.co/datasets/lylybig8/mdm_coverage/resolve/main/server/phase3/run_phase3.py
4.72 kB
| """Immutable, resource-bounded phase-three scientific run and presentation.""" | |
| import argparse | |
| import datetime as dt | |
| import hashlib | |
| import importlib.metadata | |
| import json | |
| import os | |
| from pathlib import Path | |
| import platform | |
| import resource | |
| import shutil | |
| import subprocess | |
| import sys | |
| import time | |
| def sha(path): | |
| return hashlib.sha256(path.read_bytes()).hexdigest() | |
| def now(): | |
| return dt.datetime.now(dt.timezone.utc).isoformat() | |
| def main(run_id): | |
| base=Path(__file__).resolve().parent | |
| run=base/"results"/run_id | |
| if run.exists(): | |
| raise FileExistsError("Refusing to overwrite a run") | |
| config=json.loads((base/"phase3_config.json").read_text()) | |
| required=("schedule_benchmark.py","biased_policy.py","plot_phase3.py","summarize_phase3.py", | |
| "schedule_math.md","biased_math.md","PROTOCOL.md","phase3_config.json") | |
| for name in required: | |
| if not (base/name).is_file(): | |
| raise FileNotFoundError(name) | |
| run.mkdir(parents=True) | |
| source=run/"source" | |
| source.mkdir() | |
| for path in sorted(base.glob("*.py")): | |
| shutil.copy2(path,source/path.name) | |
| shutil.copytree(base/"vendor",source/"vendor",ignore=shutil.ignore_patterns("__pycache__")) | |
| shutil.copytree(base/"inputs",run/"inputs") | |
| (run/"docs").mkdir() | |
| for name in ("schedule_math.md","biased_math.md"): | |
| shutil.copy2(base/name,run/"docs"/name) | |
| for name in ("PROTOCOL.md","phase3_config.json"): | |
| shutil.copy2(base/name,run/name) | |
| (run/"logs").mkdir() | |
| (run/"figures").mkdir() | |
| started=time.monotonic() | |
| status={"run_id":run_id,"status":"RUNNING","started_utc":now(), | |
| "python":sys.version,"platform":platform.platform(), | |
| "packages":{p:importlib.metadata.version(p) for p in ("numpy","scipy","matplotlib")}, | |
| "config_sha256":sha(run/"phase3_config.json"), | |
| "source_sha256":{str(p.relative_to(source)):sha(p) for p in sorted(source.rglob("*.py"))}, | |
| "input_sha256":{p.name:sha(p) for p in sorted((run/"inputs").glob("*.json"))}, | |
| "stages":[]} | |
| def save(): | |
| (run/"status.json").write_text(json.dumps(status,indent=2)+"\n") | |
| env=os.environ.copy() | |
| env.update(OMP_NUM_THREADS="1",OPENBLAS_NUM_THREADS="1",MKL_NUM_THREADS="1", | |
| NUMEXPR_NUM_THREADS="1",MPLBACKEND="Agg",PYTHONUNBUFFERED="1") | |
| def limits(): | |
| cap=int(config["address_space_gib"])*1024**3 | |
| resource.setrlimit(resource.RLIMIT_AS,(cap,cap)) | |
| def stage(name,arguments,seconds,allow_partial=False): | |
| row={"stage":name,"started_utc":now(),"timeout_seconds":seconds,"status":"RUNNING"} | |
| status["stages"].append(row) | |
| save() | |
| t=time.monotonic() | |
| print("START "+name,flush=True) | |
| try: | |
| with (run/"logs"/(name+".log")).open("w") as log: | |
| completed=subprocess.run([sys.executable,str(source/arguments[0]),*arguments[1:]], | |
| env=env,stdout=log,stderr=subprocess.STDOUT,timeout=seconds,preexec_fn=limits) | |
| row.update(returncode=completed.returncode, | |
| status="COMPLETE" if completed.returncode==0 else "PARTIAL" if allow_partial else "FAILED") | |
| if completed.returncode and not allow_partial: | |
| raise RuntimeError(f"{name} failed; inspect retained log") | |
| except Exception as error: | |
| row.update(status="FAILED",error=repr(error)) | |
| raise | |
| finally: | |
| row["runtime_seconds"]=time.monotonic()-t | |
| save() | |
| print(f"END {name}: {row['status']}",flush=True) | |
| save() | |
| try: | |
| stage("schedules",["schedule_benchmark.py","--witnesses",str(run/"inputs"/"witnesses.json"), | |
| "--certificates",str(run/"inputs"/"certificates.json"),"--output",str(run/"schedules.json"), | |
| "--self-test"],config["schedule_stage_seconds"]) | |
| stage("biased",["biased_policy.py","--config",str(run/"phase3_config.json"), | |
| "--output",str(run/"biased_results.json")],config["biased_stage_seconds"],allow_partial=True) | |
| stage("summary",["summarize_phase3.py","--run-dir",str(run)],90) | |
| stage("plots",["plot_phase3.py","--run-dir",str(run)],120) | |
| bias=json.loads((run/"biased_results.json").read_text()) | |
| status["status"]="COMPLETE" if bias["status"]=="complete" else "COMPLETE_WITH_MISSING_BIASED_CASES" | |
| except Exception as error: | |
| status.update(status="FAILED",error=repr(error)) | |
| raise | |
| finally: | |
| status.update(finished_utc=now(),runtime_seconds=time.monotonic()-started) | |
| save() | |
| if __name__=="__main__": | |
| parser=argparse.ArgumentParser() | |
| parser.add_argument("--run-id",required=True) | |
| main(parser.parse_args().run_id) | |