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path: root/experiments/kp_short_development.py
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#!/usr/bin/env python3
"""Run the single frozen KP-1 ResNet-20 development record."""
import argparse
import os
import subprocess
import sys


def main():
    parser = argparse.ArgumentParser()
    parser.add_argument("--device", default="cuda")
    parser.add_argument("--dry_run", action="store_true")
    args = parser.parse_args()
    command = [
        sys.executable, "experiments/conv_run.py", "--mode", "kp",
        "--device", args.device, "--depth", "20", "--width", "16",
        "--seed", "0", "--loader_seed", "0", "--batch_size", "128",
        "--epochs", "20", "--train_limit", "0",
        "--val_examples", "5000", "--split_seed", "2027",
        "--eval_split", "validation", "--eval_every", "0",
        "--augment_train", "1", "--lr", "0.1", "--output_lr", "0.1",
        "--lr_schedule", "step", "--lr_milestones", "100,150",
        "--lr_gamma", "0.1", "--warmup_epochs", "0",
        "--momentum", "0.9", "--weight_decay", "1e-4",
        "--normalization", "batchnorm", "--a_scale", "1",
        "--alignment_probe", "32",
        "--out", "results/kp_short/kp.json",
    ]
    os.makedirs("results/kp_short", exist_ok=True)
    print(" ".join(command), flush=True)
    if not args.dry_run:
        subprocess.run(command, check=True)


if __name__ == "__main__":
    main()