test_adjacent_targets_conflict (test_core.CoreTests.test_adjacent_targets_conflict) ... ok
test_binary_penalty_exactness (test_core.CoreTests.test_binary_penalty_exactness) ... ok
test_canonical_bound_exhaustive (test_core.CoreTests.test_canonical_bound_exhaustive) ... ok
test_count_and_any_distinct (test_core.CoreTests.test_count_and_any_distinct) ... ok
test_cp_zero_and_all (test_core.CoreTests.test_cp_zero_and_all) ... ok
test_disconnected_path (test_core.CoreTests.test_disconnected_path) ... ok
test_empty_image_conventions (test_core.CoreTests.test_empty_image_conventions) ... ok
test_empty_matching (test_core.CoreTests.test_empty_matching) ... ok
test_fixed_sequence_count_zero_boundary (test_core.CoreTests.test_fixed_sequence_count_zero_boundary) ... ok
test_fixed_sequence_stops_without_restart (test_core.CoreTests.test_fixed_sequence_stops_without_restart) ... ok
test_fixed_sequence_support_endpoints (test_core.CoreTests.test_fixed_sequence_support_endpoints) ... ok
test_fixed_sequence_zero_boundary (test_core.CoreTests.test_fixed_sequence_zero_boundary) ... ok
test_invalid_calibration (test_core.CoreTests.test_invalid_calibration) ... ok
test_invalid_recall_even_with_feasible_target (test_core.CoreTests.test_invalid_recall_even_with_feasible_target) ... ok
test_large_zero_calibration_certifies_any (test_core.CoreTests.test_large_zero_calibration_certifies_any) ... ok
test_matching_deficiency_exhaustive (test_core.CoreTests.test_matching_deficiency_exhaustive) ... ok
test_matching_not_greedy (test_core.CoreTests.test_matching_not_greedy) ... ok
test_metrics_one_to_one (test_core.CoreTests.test_metrics_one_to_one) ... ok
test_path_matches_enumeration (test_core.CoreTests.test_path_matches_enumeration) ... ok
test_pixel_threshold_splits_false_object (test_core.CoreTests.test_pixel_threshold_splits_false_object) ... ok
test_pool_cap_and_stability (test_core.CoreTests.test_pool_cap_and_stability) ... ok
test_small_calibration_abstains (test_core.CoreTests.test_small_calibration_abstains) ... ok
test_surrogate_upper_bound (test_core.CoreTests.test_surrogate_upper_bound) ... ok
test_cpu_calibration_evaluation_and_tamper_guard (test_pipeline.PipelineTests.test_cpu_calibration_evaluation_and_tamper_guard) ... ok
test_data_audit_cli (test_pipeline.PipelineTests.test_data_audit_cli) ... ok
test_group_leakage_rejected (test_pipeline.PipelineTests.test_group_leakage_rejected) ... ok
test_gate_gradients (test_torch.TorchTests.test_gate_gradients) ... skipped 'PyTorch is unavailable; gradient/training tests NOT executed'
test_shapes_and_gradient (test_torch.TorchTests.test_shapes_and_gradient) ... skipped 'PyTorch is unavailable; gradient/training tests NOT executed'

----------------------------------------------------------------------
Ran 28 tests in 3.447s

OK (skipped=2)