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Diffstat (limited to 'experiments/analyze_oral_a_dynamic_scaling_v2.py')
| -rw-r--r-- | experiments/analyze_oral_a_dynamic_scaling_v2.py | 256 |
1 files changed, 256 insertions, 0 deletions
diff --git a/experiments/analyze_oral_a_dynamic_scaling_v2.py b/experiments/analyze_oral_a_dynamic_scaling_v2.py new file mode 100644 index 0000000..c593929 --- /dev/null +++ b/experiments/analyze_oral_a_dynamic_scaling_v2.py @@ -0,0 +1,256 @@ +#!/usr/bin/env python3 +"""Audit the calibrated-BCI-v2-gated standard-depth confirmation panel.""" +import argparse +import glob +import hashlib +import json +import os +import statistics +import subprocess + +from analyze_oral_a_dynamic_scaling import ( + DEPTHS, + METHODS, + SEEDS, + dynamic_invariants, + oral_a_checks, + require, + sha256, + validate_record, +) +from oral_a_dynamic_scaling_v2 import require_prerequisites + + +ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +PROTOCOL_PATH = os.path.join(ROOT, "ORAL_A_RECOVERY_V2.md") +RUNNER_PATH = os.path.join( + ROOT, "experiments", "oral_a_dynamic_scaling_v2.py") +ANALYZER_PATH = os.path.abspath(__file__) +LEGACY_RUNNER_PATH = os.path.join( + ROOT, "experiments", "oral_a_dynamic_scaling.py") +LEGACY_ANALYZER_PATH = os.path.join( + ROOT, "experiments", "analyze_oral_a_dynamic_scaling.py") +CONV_RUN_PATH = os.path.join(ROOT, "experiments", "conv_run.py") + + +def git_blob_sha256(commit, relative_path): + content = subprocess.run( + ["git", "show", f"{commit}:{relative_path}"], + cwd=ROOT, + check=True, + capture_output=True, + ).stdout + return hashlib.sha256(content).hexdigest() + + +def require_training_source_bound(commit): + paths = ( + PROTOCOL_PATH, + RUNNER_PATH, + LEGACY_RUNNER_PATH, + CONV_RUN_PATH, + ) + for path in paths: + relative = os.path.relpath(path, ROOT) + require( + git_blob_sha256(commit, relative) == sha256(path), + f"training source drift after {commit}: {relative}", + ) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--d4_results", default="results/kp_dynamic_projection_confirmation") + parser.add_argument( + "--new_results", default="results/oral_a_dynamic_scaling_v2") + parser.add_argument( + "--d4_gate", + default="results/kp_dynamic_projection_confirmation_gate.json") + parser.add_argument( + "--bci_v2_gate", + default="results/bci_v2_calibrated_confirmation_gate.json") + parser.add_argument( + "--out", default="results/oral_a_dynamic_scaling_v2_gate.json") + args = parser.parse_args() + prerequisite = require_prerequisites(args.d4_gate, args.bci_v2_gate) + with open(args.d4_gate) as handle: + d4 = json.load(handle) + with open(args.bci_v2_gate) as handle: + bci_v2 = json.load(handle) + + expected_d4 = { + f"seed{seed}_{condition}.json" + for seed in SEEDS + for condition in ("clean_kp", "dynamic") + } + observed_d4 = { + os.path.basename(path) + for path in glob.glob(os.path.join(args.d4_results, "*.json")) + } + require( + observed_d4 == expected_d4, + f"D4 record drift: missing={sorted(expected_d4-observed_d4)}, " + f"extra={sorted(observed_d4-expected_d4)}", + ) + expected_new = { + f"{method}_d{depth}_s{seed}.json" + for depth in DEPTHS + for seed in SEEDS + for method in METHODS + if not (depth == 20 and method in ("clean_kp", "dynamic")) + } + observed_new = { + os.path.basename(path) + for path in glob.glob(os.path.join(args.new_results, "*.json")) + } + require( + observed_new == expected_new, + f"new record drift: missing={sorted(expected_new-observed_new)}, " + f"extra={sorted(observed_new-expected_new)}", + ) + + records = {} + rows = {} + source_sha256 = {} + d4_commits = set() + new_commits = set() + for seed in SEEDS: + for method, condition in ( + ("clean_kp", "clean_kp"), + ("dynamic", "dynamic"), + ): + path = os.path.join( + args.d4_results, f"seed{seed}_{condition}.json") + with open(path) as handle: + record = json.load(handle) + records[(method, 20, seed)] = record + rows[(method, 20, seed)] = validate_record( + record, path, method, 20, seed) + d4_commits.add(rows[(method, 20, seed)]["source_commit"]) + source_sha256[path] = sha256(path) + for depth in DEPTHS: + for seed in SEEDS: + for method in METHODS: + if depth == 20 and method in ("clean_kp", "dynamic"): + continue + path = os.path.join( + args.new_results, f"{method}_d{depth}_s{seed}.json") + with open(path) as handle: + record = json.load(handle) + records[(method, depth, seed)] = record + rows[(method, depth, seed)] = validate_record( + record, path, method, depth, seed) + new_commits.add(rows[(method, depth, seed)]["source_commit"]) + source_sha256[path] = sha256(path) + + require(len(rows) == 60, "oral-A grid must contain exactly 60 records") + require( + len(d4_commits) == 1 and len(new_commits) == 1, + "source revision drift", + ) + require( + next(iter(d4_commits)) == d4["metrics"]["source_commit"], + "D4 source does not match its gate", + ) + new_commit = next(iter(new_commits)) + require_training_source_bound(new_commit) + require( + new_commit == prerequisite["git_commit"], + "analysis must run at the exact clean training revision", + ) + + failures = [] + mechanism = {} + for depth in DEPTHS: + for seed in SEEDS: + dynamic = records[("dynamic", depth, seed)] + mechanism[f"d{depth}_s{seed}"] = dynamic_invariants( + dynamic, depth, seed, failures) + bp_macs = rows[("bp", depth, seed)]["total_macs"] + for method in ("clean_kp", "dynamic"): + if rows[(method, depth, seed)]["total_macs"] > 1.34 * bp_macs: + failures.append(f"{method}_d{depth}_s{seed}:mac_cost") + if rows[("dynamic", depth, seed)]["peak_memory"] > 8 * 1024 ** 3: + failures.append(f"dynamic_d{depth}_s{seed}:peak_memory") + for method in ("dfa", "clean_kp", "dynamic"): + if rows[(method, depth, seed)]["logical_queries"] != 0: + failures.append(f"{method}_d{depth}_s{seed}:queries") + + accuracies = { + method: { + depth: [ + rows[(method, depth, seed)]["accuracy"] for seed in SEEDS + ] + for depth in DEPTHS + } + for method in METHODS + } + alignments = { + depth: [ + rows[("dynamic", depth, seed)]["early_alignment"] + for seed in SEEDS + ] + for depth in DEPTHS + } + checks, derived = oral_a_checks(accuracies, alignments, failures) + passed = all(checks.values()) + output = { + "protocol": "oral_a_dynamic_innovation_scaling_recovery_v2", + "status": "passed" if passed else "failed", + "complete_grid": True, + "checks": checks, + "metrics": { + "accuracy_by_method_depth_seed": accuracies, + "mean_accuracy": { + method: { + str(depth): statistics.mean(values) + for depth, values in by_depth.items() + } + for method, by_depth in accuracies.items() + }, + **derived, + "dynamic_alignment": alignments, + "mechanism": mechanism, + "invariant_failures": failures, + }, + "d4_source_commit": next(iter(d4_commits)), + "new_source_commit": new_commit, + "source_sha256": source_sha256, + "protocol_sha256": sha256(PROTOCOL_PATH), + "runner_sha256": sha256(RUNNER_PATH), + "analyzer_sha256": sha256(ANALYZER_PATH), + "legacy_runner_sha256": sha256(LEGACY_RUNNER_PATH), + "legacy_analyzer_sha256": sha256(LEGACY_ANALYZER_PATH), + "conv_run_sha256": sha256(CONV_RUN_PATH), + "d4_gate_sha256": prerequisite["d4_gate_sha256"], + "bci_v2_gate_sha256": prerequisite["bci_v2_gate_sha256"], + "bci_v2_protocol": bci_v2["protocol"], + "test_evaluations": 60, + "standard_depth_scaling_established": passed, + "old_oral_a_failures_preserved": True, + "review_score_before": 8, + "review_score_after": 9 if passed else 8, + "score_change_rule": ( + "only the complete calibrated-BCI-v2-gated 60-cell " + "standard-ResNet panel establishes oral-A scaling" + ), + } + 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 oral-A recovery-v2 gate differs from re-audit", + ) + print(json.dumps(output, indent=2)) + return + 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() |