Files
mask-ddpm/example/run_compare.py
2026-01-26 22:28:58 +08:00

59 lines
1.9 KiB
Python

#!/usr/bin/env python3
"""Run two configs sequentially and print metric deltas."""
import argparse
import csv
import subprocess
import sys
from pathlib import Path
def run(cmd):
print("running:", " ".join(cmd))
subprocess.run(cmd, check=True)
def read_last_metrics(path: Path):
if not path.exists():
return None
rows = list(csv.DictReader(path.open()))
return rows[-1] if rows else None
def main():
parser = argparse.ArgumentParser(description="Compare metrics for two configs.")
base_dir = Path(__file__).resolve().parent
parser.add_argument("--config-a", default=str(base_dir / "config_no_temporal.json"))
parser.add_argument("--config-b", default=str(base_dir / "config_temporal_strong.json"))
parser.add_argument("--device", default="auto")
args = parser.parse_args()
history = base_dir / "results" / "metrics_history.csv"
if history.exists():
history.unlink()
run([sys.executable, str(base_dir / "run_all.py"), "--config", args.config_a, "--device", args.device])
a = read_last_metrics(history)
run([sys.executable, str(base_dir / "run_all.py"), "--config", args.config_b, "--device", args.device])
b = read_last_metrics(history)
if not a or not b:
raise SystemExit("missing metrics_history.csv entries")
def f(v):
return float(v) if v is not None else None
print("baseline_avg_ks", a["avg_ks"])
print("temporal_avg_ks", b["avg_ks"])
print("delta_avg_ks", f(b["avg_ks"]) - f(a["avg_ks"]))
print("baseline_avg_jsd", a["avg_jsd"])
print("temporal_avg_jsd", b["avg_jsd"])
print("delta_avg_jsd", f(b["avg_jsd"]) - f(a["avg_jsd"]))
print("baseline_avg_lag1_diff", a["avg_lag1_diff"])
print("temporal_avg_lag1_diff", b["avg_lag1_diff"])
print("delta_avg_lag1_diff", f(b["avg_lag1_diff"]) - f(a["avg_lag1_diff"]))
if __name__ == "__main__":
main()