diff options
Diffstat (limited to 'experiments/kp_full_development.py')
| -rwxr-xr-x | experiments/kp_full_development.py | 44 |
1 files changed, 44 insertions, 0 deletions
diff --git a/experiments/kp_full_development.py b/experiments/kp_full_development.py new file mode 100755 index 0000000..5378271 --- /dev/null +++ b/experiments/kp_full_development.py @@ -0,0 +1,44 @@ +#!/usr/bin/env python3 +"""Run the single frozen KP-2 full ResNet-20 validation baseline.""" +import argparse +import json +import os +import subprocess +import sys + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--selection", default="results/kp_short_gate.json") + parser.add_argument("--device", default="cuda") + parser.add_argument("--dry_run", action="store_true") + args = parser.parse_args() + with open(args.selection) as handle: + selection = json.load(handle) + if selection.get("protocol") != "kolen_pollack_short_v1": + raise ValueError("unexpected KP-1 selection protocol") + if selection.get("status") != "passed": + raise ValueError("KP-1 did not open KP-2") + 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", "200", "--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_full/kp.json", + ] + os.makedirs("results/kp_full", exist_ok=True) + print(" ".join(command), flush=True) + if not args.dry_run: + subprocess.run(command, check=True) + + +if __name__ == "__main__": + main() |
