Files
SimurgArray/bench/scaling.py
T

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Python

#!/usr/bin/env python3
"""Thread scaling of ``simurg genotype`` (plan §18 P9 gate: ≥ 20 samples/min/core on GSA-size arrays, linear
scaling to 32 threads).
For every worker count the same N samples are genotyped (``--no-cohort-qc``); the per-sample phase is timed from
the run log ("genotyping … sample(s)" → "done"), so manifest loading is reported separately and does not blur
the scaling. Writes a JSON summary.
python bench/scaling.py --bpm M.bpm --egt C.egt --idats DIR --out OUT --threads 1,2,4,8 [--samples N]
"""
from __future__ import annotations
import argparse
import datetime as dt
import json
import os
import shutil
import subprocess
import sys
import time
from pathlib import Path
def phase_seconds(log: Path) -> tuple[float, float]:
"""(manifest+setup seconds, per-sample phase seconds) from a genotype run log."""
ts: dict[str, dt.datetime] = {}
for line in log.read_text().splitlines():
rec = json.loads(line)
msg = rec.get("msg") or ""
t = dt.datetime.fromisoformat(rec["ts"].replace("Z", "+00:00"))
ts.setdefault("first", t)
if msg.startswith("genotyping "):
ts["start"] = t
elif msg.startswith("done:"):
ts["done"] = t
return (ts["start"] - ts["first"]).total_seconds(), (ts["done"] - ts["start"]).total_seconds()
def subset(idats: Path, n: int, dest: Path) -> Path:
grn = sorted(p for p in idats.rglob("*_Grn.idat*"))
if n <= 0 or n >= len(grn):
return idats
dest.mkdir(parents=True, exist_ok=True)
for g in grn[:n]:
d = dest / g.parent.name
d.mkdir(exist_ok=True)
for p in (g, g.with_name(g.name.replace("_Grn.", "_Red."))):
link = d / p.name
if not link.exists():
link.symlink_to(p.resolve())
return dest
def main() -> int:
ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
ap.add_argument("--bpm", required=True)
ap.add_argument("--egt", required=True)
ap.add_argument("--idats", required=True, type=Path)
ap.add_argument("--out", required=True, type=Path)
ap.add_argument("--threads", default="1,2,4")
ap.add_argument("--samples", type=int, default=0, help="use the first N samples (0 = all)")
ap.add_argument("--simurg", default=str(Path(sys.executable).with_name("simurg")))
ap.add_argument("--pure-python", action="store_true", help="run with SIMURG_PURE_PYTHON=1")
ap.add_argument("--work", type=Path, help="folder for the GTC outputs (e.g. a tmpfs); default: --out")
ap.add_argument("--clean", action="store_true", help="delete each run's GTCs after timing it")
a = ap.parse_args()
a.out.mkdir(parents=True, exist_ok=True)
idats = subset(a.idats, a.samples, a.out / "idats")
n = len(list(idats.rglob("*_Grn.idat*")))
env = {**os.environ, "SIMURG_PURE_PYTHON": "1" if a.pure_python else "0"}
runs = []
for t in (int(x) for x in a.threads.split(",")):
out = (a.work or a.out) / f"t{t}"
t0 = time.time()
cmd = [a.simurg, "genotype", "--bpm", a.bpm, "--egt", a.egt, "--idats", str(idats), "--out", str(out),
"--threads", str(t), "--no-cohort-qc", "--autocall-date", "1/1/2026 12:00:00 AM",
"--quiet", "--force"] # fmt: skip
rc = subprocess.run(cmd, env=env).returncode
wall = time.time() - t0
setup, phase = phase_seconds(out / "logs" / "genotype.log")
if a.clean:
shutil.rmtree(out / "samples", ignore_errors=True)
runs.append(
{
"threads": t,
"rc": rc,
"wall_s": round(wall, 1),
"setup_s": round(setup, 1),
"per_sample_phase_s": round(phase, 2),
"samples_per_min": round(60 * n / phase, 1) if phase else None,
"samples_per_min_per_core": round(60 * n / phase / t, 1) if phase else None,
}
)
print(json.dumps(runs[-1]), flush=True)
base = runs[0]["per_sample_phase_s"] * runs[0]["threads"]
for r in runs:
r["speedup_vs_first"] = round(base / r["per_sample_phase_s"], 2) if r["per_sample_phase_s"] else None
r["efficiency"] = round(r["speedup_vs_first"] / r["threads"], 3) if r["speedup_vs_first"] else None
from simurg._core import backend
summary = {
"samples": n,
"backend": "python" if a.pure_python else backend(),
"cpu_count": os.cpu_count(),
"machine": os.uname().machine,
"runs": runs,
}
(a.out / "scaling.json").write_text(json.dumps(summary, indent=1))
return 0
if __name__ == "__main__":
raise SystemExit(main())