import json from pathlib import Path import h5py import numpy as np from src.t2_material_loading_memory import ( DATA_PATH, MATERIAL_MODELS, PATH_FAMILIES, _j2_monotonic_reference, case_identity, design_parameters, prescribed_history, solve_trajectory, split_assignments, ) def test_t2_design_is_unique_balanced_and_split_by_trajectory(): rows = design_parameters() split = split_assignments(rows) assert len(rows) == 96 assert len({case_identity(row) for row in rows}) == 96 assert sum(value == "train" for value in split.values()) == 72 assert sum(value == "validation" for value in split.values()) == 12 assert sum(value == "test" for value in split.values()) == 12 for model in MATERIAL_MODELS: assert sum(row["material_model"] == model for row in rows) == 48 for family in PATH_FAMILIES: indices = [ index for index, row in enumerate(rows) if row["material_model"] == model and row["path_family"] == family ] assert len(indices) == 8 assert sum(split[index] == "train" for index in indices) == 6 assert sum(split[index] == "validation" for index in indices) == 1 assert sum(split[index] == "test" for index in indices) == 1 def test_t2_prescribed_histories_have_fixed_size_and_required_reversals(): for row in design_parameters(): time, strain, anchors = prescribed_history(row) assert len(time) == len(strain) == 121 assert np.all(np.diff(time) > 0.0) assert strain[0] == 0.0 assert np.max(np.abs(strain)) <= 1.15 * row["maximum_equivalent_strain"] for anchor in anchors: assert np.any(np.isclose(strain, anchor, rtol=0.0, atol=1.0e-15)) if row["path_family"] not in ("monotonic_tension", "unload_reload"): assert np.min(anchors) < 0.0 < np.max(anchors) def test_t2_refined_paths_are_nested_at_every_coarse_state(): for row in design_parameters(): _, coarse, _ = prescribed_history(row, points=121) _, fine, _ = prescribed_history(row, points=241) np.testing.assert_allclose(coarse, fine[::2], rtol=0.0, atol=1.0e-15) def test_t2_agentfem_material_point_smoke_paths_are_physical(): rows = design_parameters() for model in MATERIAL_MODELS: for family in PATH_FAMILIES: row = next( item for item in rows if item["material_model"] == model and item["path_family"] == family ) arrays, metrics = solve_trajectory(row, points=41) assert metrics["all_finite"] assert metrics["plastic_step_count"] > 0 assert metrics["maximum_plastic_strain_trace"] < 1.0e-10 assert metrics["minimum_peeq_increment"] >= -1.0e-12 assert metrics["maximum_yield_surface_relative_residual"] < 1.0e-8 assert arrays["signed_equivalent_stress_pa"][0] == 0.0 if family == "symmetric_cyclic": assert metrics["zero_strain_stress_range_pa"] > 1.0e6 def test_t2_j2_monotonic_path_matches_closed_form(): row = next( item for item in design_parameters() if item["material_model"] == "j2_linear_isotropic" and item["path_family"] == "monotonic_tension" ) arrays, _ = solve_trajectory(row, points=41) stress, peeq = _j2_monotonic_reference(row) np.testing.assert_allclose( arrays["signed_equivalent_stress_pa"][-1], stress, rtol=1.0e-11 ) np.testing.assert_allclose( arrays["equivalent_plastic_strain"][-1], peeq, rtol=1.0e-11 ) def test_t2_packaged_pilot_is_readable_when_present(): if not DATA_PATH.exists(): return quality_path = DATA_PATH.parents[2] / "artifacts" / DATA_PATH.parent.name / "quality.json" quality = json.loads(quality_path.read_text(encoding="utf-8")) assert quality["status"] == "accepted" with h5py.File(DATA_PATH, "r") as h5: assert len(h5) == 96 for group in h5.values(): assert group["stress_pa"].shape == (121, 3, 3) assert np.isfinite(group["stress_pa"][:]).all() assert np.isfinite(group["equivalent_plastic_strain"][:]).all()