#!/usr/bin/env python3 """Validate supplied input schemas and feature ordering; never fit models.""" import argparse import json import numpy as np import run_experiment as runner from release_support import add_path_arguments def main(): parser = argparse.ArgumentParser(description=__doc__) add_path_arguments(parser) args = parser.parse_args() runner.configure_paths(args) ids, scores, runtimes, features, folds = runner.load_inputs() if not np.isfinite(runtimes).all() or (runtimes < 0).any(): raise ValueError("Runtime matrix must contain finite, nonnegative seconds") report = { "status": "pass", "complexes": len(ids), "algorithms": scores.shape[1], "combined_features": features.shape[1], "held_out_fold_sizes": {str(i): int((folds == i).sum()) for i in range(5)}, "feature_order_check": "Exact match to supplied producer-verified feature ID file; provenance is not inferred from dimensions.", "input_files": runner.build_run_context()["input_files"], } print(json.dumps(report, indent=2)) if __name__ == "__main__": main()