import numpy as np from src.generate_t2_graybox_closure import closure_design, material, solve def test_reference_is_intentionally_richer_than_closure_state(): law = material() assert law.backstress_count == 3 assert law.isotropic_hardening is not None assert len(law.isotropic_hardening.equivalent_plastic_strain) == 7 def test_closure_cohort_preserves_total_reference_backstress(): row = closure_design(4)[0] nine_points = 9 result = solve(row, points=nine_points) assert result["strain"].shape == (nine_points, 6) assert result["truth_memories_pa"].shape == (nine_points, 3, 6) assert result["memories_pa"].shape == (nine_points, 2, 6) np.testing.assert_allclose( result["memories_pa"].sum(axis=1), result["truth_memories_pa"].sum(axis=1), rtol=1.0e-12, atol=1.0e-5, )