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-rw-r--r--experiments/kp_innovation_confirmation.py71
1 files changed, 71 insertions, 0 deletions
diff --git a/experiments/kp_innovation_confirmation.py b/experiments/kp_innovation_confirmation.py
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+++ b/experiments/kp_innovation_confirmation.py
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+#!/usr/bin/env python3
+"""Run the untouched MT-3 clean/raw/matched/innovation test panel."""
+import argparse
+import json
+import os
+import subprocess
+import sys
+
+
+CONDITIONS = ("clean", "raw", "matched", "innovation")
+SEEDS = tuple(range(10, 15))
+
+
+def main():
+ parser = argparse.ArgumentParser()
+ parser.add_argument(
+ "--full_gate", default="results/kp_innovation_full_gate.json")
+ parser.add_argument("--condition", choices=("all",) + CONDITIONS,
+ default="all")
+ parser.add_argument("--seed", type=int, choices=SEEDS)
+ parser.add_argument("--device", default="cuda")
+ parser.add_argument("--dry_run", action="store_true")
+ args = parser.parse_args()
+ with open(args.full_gate) as handle:
+ gate = json.load(handle)
+ if (gate.get("protocol") != "kp_mixed_traffic_full_v1"
+ or gate.get("status") != "passed"):
+ raise ValueError("MT-2 did not open MT-3")
+
+ conditions = CONDITIONS if args.condition == "all" else (args.condition,)
+ seeds = SEEDS if args.seed is None else (args.seed,)
+ os.makedirs("results/kp_innovation_confirmation", exist_ok=True)
+ for seed in seeds:
+ for condition in conditions:
+ command = [
+ sys.executable, "experiments/conv_run.py",
+ "--mode", "kp" if condition == "clean" else "kp_traffic",
+ ]
+ if condition != "clean":
+ command.extend([
+ "--traffic_rule", condition,
+ "--traffic_seed", str(5000 + seed),
+ "--traffic_ratio", "4",
+ "--traffic_calibration_examples", "64",
+ "--learn_P", "1", "--eta_P", "0.1",
+ "--predictor_warmup_steps", "20",
+ "--predictor_every", "16",
+ ])
+ command.extend([
+ "--device", args.device, "--depth", "20", "--width", "16",
+ "--seed", str(seed), "--loader_seed", str(seed),
+ "--batch_size", "128", "--epochs", "200",
+ "--train_limit", "0", "--val_examples", "0",
+ "--split_seed", "2027", "--eval_split", "test",
+ "--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_innovation_confirmation/"
+ f"seed{seed}_{condition}.json"),
+ ])
+ print(" ".join(command), flush=True)
+ if not args.dry_run:
+ subprocess.run(command, check=True)
+
+
+if __name__ == "__main__":
+ main()