{ "evaluator_version": "POST-TRAINING-PSO-ENSEMBLE-EVALUATOR 1.2.0", "pass": true, "score": 22.55299842776338, "development_pass": true, "confirmation_pass": true, "failed_hard_gate_count": 0, "issues": { "schema": [], "config": [], "finite": [], "weights": [], "accounting": [], "leakage": [], "tuning": [], "slsqp": [], "consistency": [], "gates": [] }, "development_gates": { "all_values_finite": true, "simplex_tolerance": true, "validation_pool_forward_passes_each_dataset": true, "optimization_base_model_forward_passes": true, "official_test_data_loaded_before_freeze": true, "official_test_evaluations_before_freeze": true, "query_and_sample_accounting_exact": true, "maximum_pso_nll_regression_vs_uniform": true, "maximum_pso_accuracy_regression_vs_uniform_pp": true, "pso_nll_below_reference_single": true, "maximum_pso_nll_regression_vs_equal_budget_single": true, "maximum_relative_pso_nll_gap_vs_slsqp": true, "cross_dataset_mean_relative_pso_nll_reduction_vs_uniform_minimum": true, "maximum_median_one_seed_pso_to_pool_training_wall_ratio": true }, "confirmation_gates": { "all_values_finite": true, "official_test_dataset_loads_each_dataset": true, "official_test_pool_forward_passes_each_dataset": true, "official_test_long_single_forward_passes_each_dataset": true, "frozen_policy_consistency": true, "maximum_pso_accuracy_regression_vs_uniform_pp": true, "pso_nll_below_reference_single": true, "maximum_pso_nll_regression_vs_equal_budget_single": true, "post_test_tuning_or_reruns": true }, "metrics": { "mean_val_relative_nll_reduction_vs_equal_budget_single": 0.197261519715641, "mean_val_accuracy_gain_vs_equal_budget_single_pp": 0.09500000000000597, "mean_test_relative_nll_reduction_vs_equal_budget_single": 0.2263299842776338, "mean_test_accuracy_gain_vs_equal_budget_single_pp": -0.0799999999999983 } }