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| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-23 08:12:22 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-23 08:12:22 -0500 |
| commit | d289a46293e0b422c195746ad8b310d4b50ded23 (patch) | |
| tree | 1b5e7e57ca59ae32633a9ebc14bbfab886db7092 /experiments/analyze_bci_v2_calibrated_development.py | |
| parent | 378e68dc424acb6b5a2082bc071314ce810d8ab5 (diff) | |
protocol: freeze calibration-split oral-B-v2 recovery
Diffstat (limited to 'experiments/analyze_bci_v2_calibrated_development.py')
| -rw-r--r-- | experiments/analyze_bci_v2_calibrated_development.py | 217 |
1 files changed, 217 insertions, 0 deletions
diff --git a/experiments/analyze_bci_v2_calibrated_development.py b/experiments/analyze_bci_v2_calibrated_development.py new file mode 100644 index 0000000..e8781d6 --- /dev/null +++ b/experiments/analyze_bci_v2_calibrated_development.py @@ -0,0 +1,217 @@ +#!/usr/bin/env python3 +"""Audit calibration-split oral-B-v2 development validation.""" +import argparse +import glob +import hashlib +import json +import os + +from experiments.analyze_bci_v2_recovery_development import checks +from experiments.bci_v2_calibrated_run import ( + CALIBRATION_EPISODES, + CHALLENGE_EPISODES, + MODEL_SEEDS, + TARGET_QUANTILES, + TASK_SEEDS, + build_recovery_config, + source_paths, +) +from experiments.bci_v2_recovery_run import FIXED_CONFIG +from experiments.bci_v2_run import CONDITIONS + + +def require(condition, message): + if not condition: + raise ValueError(message) + + +def sha256(path): + digest = hashlib.sha256() + with open(path, "rb") as handle: + for chunk in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(chunk) + return digest.hexdigest() + + +def validate(row, path, task_seed, digests): + require(row.get("schema_version") == 4, f"{path}: schema") + require( + row.get("args", {}).get("task_seed") == task_seed + and row["args"].get("model_seed") in MODEL_SEEDS, + f"{path}: seeds", + ) + protocol = row.get("protocol", {}) + require( + protocol.get("name") + == "oral_b_v2_calibrated_recovery_development_v1" + and protocol.get("selection_split") == "development_validation" + and protocol.get("hyperparameter_selection") is False + and protocol.get("confirmation_seeds_touched") is False + and protocol.get("fixed_config") == FIXED_CONFIG + and protocol.get("calibration_uses_outcome_labels") is False + and protocol.get("protocol_sha256") == digests["protocol"] + and protocol.get("failed_target_gate_sha256") + == digests["failed_target_gate"], + f"{path}: protocol", + ) + provenance = row.get("provenance", {}) + require( + provenance.get("git_tracked_dirty") is False + and provenance.get("tracked_inputs") + and all(provenance["tracked_inputs"].values()) + and set(provenance["tracked_inputs"]) == set(digests) + and provenance.get("input_sha256") == digests, + f"{path}: provenance", + ) + require( + row.get("config") == vars(build_recovery_config()) + and row.get("split") == "development_validation" + and row.get("finite") is True, + f"{path}: config/split", + ) + require( + set(row.get("conditions", {})) == set(CONDITIONS), + f"{path}: conditions", + ) + for name in CONDITIONS: + warmup = row["warmup"][name] + condition = row["conditions"][name] + cost = condition["cost"] + require( + warmup["batches"] == 100 + and warmup["examples"] == 6400 + and warmup["instruction_present"] is False + and warmup["role_cursor_scalar_observations"] == 12800 + and warmup["predictor_max_abs_error"] <= 1e-5 + and len(condition["daily_success"]) == 14 + and cost["maximum_state_episode_steps"] == 25088 + and cost["cursor_scalar_observations"] + == 2 * cost["role_probe_examples"] + and cost["task_loss_queries"] == 0 + and cost["reverse_mode_calls"] == 0, + f"{path}: condition {name}", + ) + challenge = row["assays"]["challenge"] + calibration = challenge["calibration"] + targets = challenge["targets"] + require( + calibration["episodes"] == CALIBRATION_EPISODES + and calibration["quantiles"] == list(TARGET_QUANTILES) + and calibration["targets"] == targets + and calibration["uses_outcome_labels"] is False + and calibration["seed"] == 550_000 + task_seed + and challenge["episodes_per_target"] == CHALLENGE_EPISODES + and challenge["selection_over_evaluation_outcomes"] is False + and challenge["maximum_steps_per_episode"] == 28 + and len(targets) == len(TARGET_QUANTILES) + and all( + targets[index] < targets[index + 1] + for index in range(len(targets) - 1) + ) + and row["signatures"]["challenge_episodes"] + == len(TARGET_QUANTILES) * CHALLENGE_EPISODES, + f"{path}: calibration", + ) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--results", default="results/bci_v2_calibrated_dev" + ) + parser.add_argument( + "--out", default="results/bci_v2_calibrated_dev_gate.json" + ) + args = parser.parse_args() + digests = { + name: sha256(path) + for name, path in source_paths().items() + } + expected = { + f"bci_v2_calibrated_t{task_seed}_m0.json" + for task_seed in TASK_SEEDS + } + observed = { + os.path.basename(path) + for path in glob.glob(os.path.join(args.results, "*.json")) + } + require( + observed == expected, + ( + f"calibrated grid drift: missing={sorted(expected-observed)}, " + f"extra={sorted(observed-expected)}" + ), + ) + records = {} + commits = set() + source_sha256 = {} + for task_seed in TASK_SEEDS: + path = os.path.join( + args.results, + f"bci_v2_calibrated_t{task_seed}_m0.json", + ) + with open(path) as handle: + row = json.load(handle) + validate(row, path, task_seed, digests) + records[task_seed] = row + commits.add(row["provenance"]["git_commit"]) + source_sha256[path] = sha256(path) + require(len(commits) == 1, "calibrated source revision drift") + checks_by_seed = { + str(seed): checks(records[seed]) for seed in TASK_SEEDS + } + passed = all( + value for seed_checks in checks_by_seed.values() + for value in seed_checks.values() + ) + output = { + "protocol": + "oral_b_v2_calibrated_recovery_development_v1", + "status": "passed" if passed else "failed", + "complete_grid": True, + "fixed_config": FIXED_CONFIG, + "calibration_quantiles": list(TARGET_QUANTILES), + "checks_by_task_seed": checks_by_seed, + "calibrated_targets_by_task_seed": { + str(seed): records[seed]["assays"]["challenge"]["targets"] + for seed in TASK_SEEDS + }, + "intact_final_by_task_seed": [ + records[seed]["conditions"]["intact"]["final_success"] + for seed in TASK_SEEDS + ], + "challenge_success_fraction_by_task_seed": [ + records[seed]["signatures"]["challenge_success_fraction"] + for seed in TASK_SEEDS + ], + "terminal_outcome_accuracy_by_task_seed": [ + records[seed]["signatures"][ + "terminal_residual_outcome_balanced_acc" + ] + for seed in TASK_SEEDS + ], + "confirmation_seeds_touched": False, + "calibrated_confirmation_opened": passed, + "source_commit": next(iter(commits)), + "source_sha256": source_sha256, + "input_sha256": digests, + "review_score_before": 7, + "review_score_after": 7, + "score_change_rule": ( + "development validation never changes the formal score" + ), + } + os.makedirs(os.path.dirname(os.path.abspath(args.out)), exist_ok=True) + if os.path.exists(args.out): + with open(args.out) as handle: + existing = json.load(handle) + require(existing == output, "existing calibrated R1 gate differs") + else: + with open(args.out, "w") as handle: + json.dump(output, handle, indent=2, sort_keys=True) + handle.write("\n") + print(json.dumps(output, indent=2)) + + +if __name__ == "__main__": + main() |
