Index

_

__call__() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) __getitem__() (TimeSeriesDataset method), [1], [2], [3] (TimeSeriesDatasetInMemory method), [1], [2], [3], [4], [5], [6] __init__() (BatchedElasticModel method), [1] (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (Denoiser method), [1], [2] (DruckerPrager method), [1], [2], [3] (DruckerPragerVMAP method), [1], [2] (EarlyStopper method), [1], [2] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) (FiniteElement method), [1], [2], [3] (FiniteElementPatch method), [1] (FiniteElementPatchGenerator method) (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (LinksConstitutiveModel method), [1], [2], [3], [4] (LinksDruckerPrager method), [1] (LinksElastic method), [1] (LinksLou method), [1] (LinksSimulator method), [1] (LinksVonMises method), [1] (LouZhangYoon method), [1], [2], [3] (LouZhangYoonVMAP method), [1], [2] (MaterialModelFinder method), [1] (MaterialResponseDatasetGenerator method), [1] (MeanRelativeErrorLoss method) (NoiseGenerator method), [1] (PolynomialLinearRegressor method) (ProportionalStrainPathGenerator method), [1] (RandomStrainPathGenerator method), [1] (RecurrentConstitutiveModel method), [1], [2], [3] (SpecimenNumericalData method) (StrainPathGenerator method), [1], [2], [3] (StructureMaterialState method) (StructureMesh method), [1] (TimeSeriesDataset method), [1], [2], [3] (TimeSeriesDatasetInMemory method), [1], [2], [3], [4], [5], [6] (TorchMinMaxScaler method), [1], [2], [3] (TorchStandardScaler method), [1], [2] (VolDevCompositionModel method) (VonMises method), [1], [2], [3] (VonMisesMixed method), [1], [2] (VonMisesMixedVMAP method), [1] (VonMisesVMAP method), [1], [2] __len__() (TimeSeriesDataset method), [1], [2], [3] _admissible_gauss_quadratures() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (ElementType static method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 method) (FEHexa20 static method) (FEHexa8 method) (FEHexa8 static method) (FEQuad4 method) (FEQuad4 static method) (FEQuad8 method) (FEQuad8 static method) (FETetra10 method) (FETetra10 static method) (FETetra4 method) (FETetra4 static method) (FETri3 method) (FETri3 static method) (FETri6 method) (FETri6 static method) _analysis_type (LinksSimulator attribute), [1] _available_elem_type() (FiniteElement method), [1], [2], [3] (FiniteElement static method), [1], [2], [3] _best_model_state (EarlyStopper attribute), [1], [2] _best_optimizer_state (EarlyStopper attribute), [1], [2] _best_training_epoch (EarlyStopper attribute), [1], [2] _build_boundary_coords_array() (FiniteElementPatchGenerator method), [1] _build_corners_bc() (FiniteElementPatchGenerator method), [1] _build_corners_disp_range() (FiniteElementPatchGenerator method), [1] _build_edges_disp_range() (FiniteElementPatchGenerator method), [1] _build_edges_poly_orders() (FiniteElementPatchGenerator method), [1] _check_maximum() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] _check_mean() (TorchStandardScaler method), [1], [2] _check_mesh_initialization() (StructureMesh method), [1] _check_minimum() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] _check_std() (TorchStandardScaler method), [1], [2], [3], [4], [5] _check_tensor() (Denoiser method), [1], [2], [3], [4], [5] (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] (TorchStandardScaler method), [1], [2] _comp_order_nsym (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (MaterialResponseDatasetGenerator attribute), [1] (ProportionalStrainPathGenerator attribute), [1] (RandomStrainPathGenerator attribute), [1] (StrainPathGenerator attribute), [1], [2], [3] (StructureMaterialState attribute) (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _comp_order_sym (BatchedElasticModel attribute), [1] (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (MaterialResponseDatasetGenerator attribute), [1] (ProportionalStrainPathGenerator attribute), [1] (RandomStrainPathGenerator attribute), [1] (StrainPathGenerator attribute), [1], [2], [3] (StructureMaterialState attribute) (VolDevCompositionModel attribute) (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _compute_stress_path() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] _connectivities (StructureMesh attribute), [1] _constitutive_model (RecurrentConstitutiveModel attribute), [1], [2], [3] _corners_coords_ref (FiniteElementPatchGenerator attribute) _corners_mapping (FiniteElementPatchGenerator attribute) _data_scalers (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (MaterialModelFinder attribute), [1] (PolynomialLinearRegressor attribute) (RecurrentConstitutiveModel attribute), [1], [2], [3] _dataset_basename (TimeSeriesDataset attribute), [1], [2], [3] _dataset_directory (TimeSeriesDataset attribute), [1], [2], [3] _dataset_sample_files (TimeSeriesDataset attribute), [1], [2], [3] _dataset_samples (TimeSeriesDatasetInMemory attribute), [1], [2], [3], [4], [5], [6] _device (BatchedElasticModel attribute), [1] (ConstitutiveModel attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (MaterialModelFinder attribute), [1] (PolynomialLinearRegressor attribute) (RecurrentConstitutiveModel attribute), [1], [2], [3] (TorchMinMaxScaler attribute), [1], [2], [3] (TorchStandardScaler attribute), [1], [2] (VolDevCompositionModel attribute) (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _device_type (BatchedElasticModel attribute), [1] (ConstitutiveModel attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (MaterialModelFinder attribute), [1] (PolynomialLinearRegressor attribute) (RecurrentConstitutiveModel attribute), [1], [2], [3] (VolDevCompositionModel attribute) (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _dirichlet_bool_mesh (StructureMesh attribute), [1] _dn_frequency_low_pass() (Denoiser method), [1], [2], [3], [4], [5] _dn_moving_average() (Denoiser method), [1], [2], [3], [4], [5] _dn_savitzky_golay() (Denoiser method), [1], [2], [3], [4], [5] _dropout (GRURNNModel attribute), [1], [2], [3] _edges_diag_per_dim (FiniteElementPatchGenerator attribute) _edges_mapping (FiniteElementPatchGenerator attribute) _edges_per_dim (FiniteElementPatchGenerator attribute) _elastic_properties (BatchedElasticModel attribute), [1] _elastic_step() (DruckerPragerVMAP class method), [1], [2] (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] (VonMisesMixedVMAP class method), [1] (VonMisesMixedVMAP method), [1] (VonMisesVMAP class method), [1], [2] (VonMisesVMAP method), [1], [2] _elastic_symmetry (BatchedElasticModel attribute), [1] _elastic_tangent_mf (BatchedElasticModel attribute), [1] _elem_type (FiniteElement attribute), [1], [2], [3] (FiniteElementPatch attribute), [1] _element_assembler_1d() (StructureMesh method), [1], [2], [3] _element_extractor_1d() (StructureMesh method), [1], [2], [3] _elements_is_recurrent_material (StructureMaterialState attribute) _elements_material (StructureMaterialState attribute) _elements_state (StructureMaterialState attribute) _elements_state_old (StructureMaterialState attribute) _elements_type (StructureMesh attribute), [1] _force_equilibrium_loss_type (MaterialModelFinder attribute), [1] _format_material_descriptors() (LinksConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (LinksDruckerPrager method), [1], [2], [3] (LinksElastic method), [1], [2], [3] (LinksLou method), [1], [2], [3] (LinksVonMises method), [1], [2], [3] _generate_finite_element_mesh() (FiniteElementPatchGenerator method), [1] _get_backward_hooks() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) _get_corners_random_displacements() (FiniteElementPatchGenerator method), [1] _get_deformed_boundary_edge() (FiniteElementPatchGenerator method) _get_elem_node_index() (FiniteElementPatchGenerator method), [1] _get_elem_type_attributes() (FiniteElementPatchGenerator method) _get_links_default_input_params() (LinksSimulator method), [1], [2], [3] _get_links_elem_type_data() (LinksSimulator method), [1], [2], [3] _get_links_loading_incrementation() (LinksSimulator method), [1], [2], [3] _get_links_mesh_data() (LinksSimulator method), [1], [2], [3] _get_matching_edges_idxs() (FiniteElementPatchGenerator method), [1] _get_mesh_boundary_nodes_disps() (FiniteElementPatchGenerator method) _get_n_dim() (LinksSimulator method), [1], [2], [3] _get_n_edge_nodes_per_dim() (FiniteElementPatchGenerator method), [1] _get_name() (LinksConstitutiveModel method), [1], [2], [3], [4] (LinksDruckerPrager method), [1] (LinksElastic method), [1] (LinksLou method), [1] (LinksVonMises method), [1] _get_node_label_from_coords() (FiniteElementPatchGenerator method) (FiniteElementPatchGenerator static method) _get_orthogonal_dims() (FiniteElementPatchGenerator method), [1] _get_patch_centroid() (FiniteElementPatchGenerator method), [1] _get_random_rigid_motions() (FiniteElementPatchGenerator method) _get_required_material_descriptors() (LinksConstitutiveModel method), [1], [2], [3], [4] (LinksConstitutiveModel static method), [1], [2], [3], [4] (LinksDruckerPrager method), [1] (LinksDruckerPrager static method), [1] (LinksElastic method), [1] (LinksElastic static method), [1] (LinksLou method), [1] (LinksLou static method), [1] (LinksVonMises method), [1] (LinksVonMises static method), [1] _get_residual_and_jacobian() (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] _gp_coords (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) _gp_weights (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) _gru_model_source (GRURNNModel attribute), [1], [2], [3] _gru_rnn_model (GRURNNModel attribute), [1], [2], [3] _hardening_slope() (PiecewiseLinearIHL static method) _hidden_layer_size (GRURNNModel attribute), [1], [2], [3] _hyb_channels (HybridModel attribute), [1], [2], [3], [4] _hyb_models (HybridModel attribute), [1], [2], [3], [4] _hyb_models_dict (HybridModel attribute), [1], [2], [3], [4] _hyb_models_input_residual (HybridModel attribute), [1], [2], [3], [4] _hyb_models_names (HybridModel attribute), [1], [2], [3], [4] _hybridization_model (HybridModel attribute), [1], [2], [3], [4] _hybridization_type (HybridModel attribute), [1], [2], [3], [4] _improvement_tolerance (EarlyStopper attribute), [1], [2] _init_data_scalers() (MaterialModelFinder method), [1], [2], [3] (PolynomialLinearRegressor method), [1] _internal_data_normalization_dir (MaterialModelFinder attribute), [1] _is_admissible_simulation() (FiniteElementPatchGenerator method), [1] _is_auto_sync_parameters (RecurrentConstitutiveModel attribute), [1], [2], [3] _is_available_elem_type() (FiniteElement method), [1], [2], [3] (FiniteElement static method), [1], [2], [3] _is_bias (PolynomialLinearRegressor attribute) _is_check_su_fail (RecurrentConstitutiveModel attribute), [1], [2], [3] _is_compute_sets_reaction_hist (MaterialModelFinder attribute), [1] _is_force_normalization (MaterialModelFinder attribute), [1] _is_save_model_init_file (GRURNNModel attribute), [1], [2], [3] (RecurrentConstitutiveModel attribute), [1], [2], [3]

_is_store_force_equilibrium_loss_hist (MaterialModelFinder attribute), [1] _is_store_local_paths (MaterialModelFinder attribute), [1] _is_su_float64 (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _kelvin_matrix (BatchedElasticModel attribute), [1] _learnable_parameters (RecurrentConstitutiveModel attribute), [1], [2], [3] _linear_layer (GRURNNModel attribute), [1], [2], [3] _links_bin_path (LinksSimulator attribute), [1] _load_from_state_dict() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) _local_paths_elements (MaterialModelFinder attribute), [1] _loss_scaling_factor (MaterialModelFinder attribute), [1] _loss_time_weights (MaterialModelFinder attribute), [1] _material_model_name (RecurrentConstitutiveModel attribute), [1], [2], [3] _material_model_parameters (RecurrentConstitutiveModel attribute), [1], [2], [3] _material_models (StructureMaterialState attribute) _material_models_dir (MaterialModelFinder attribute), [1] _maximum (TorchMinMaxScaler attribute), [1], [2], [3] _mean (TorchStandardScaler attribute), [1], [2] _mesh_boundary_nodes_disps (FiniteElementPatch attribute), [1] _mesh_nodes_coords_ref (FiniteElementPatch attribute), [1] _mesh_nodes_matrix (FiniteElementPatch attribute), [1] _min_validation_loss (EarlyStopper attribute), [1], [2] _minimum (TorchMinMaxScaler attribute), [1], [2], [3] _model_parameters (ConstitutiveModel attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (RecurrentConstitutiveModel attribute), [1], [2], [3] (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _model_parameters_bounds (RecurrentConstitutiveModel attribute), [1], [2], [3] _model_parameters_norm_bounds (RecurrentConstitutiveModel attribute), [1], [2], [3] _n_comp (VolDevCompositionModel attribute) _n_corners (FiniteElementPatchGenerator attribute) _n_dim (BatchedElasticModel attribute), [1] (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (FiniteElement attribute), [1], [2], [3] (FiniteElementPatch attribute), [1] (FiniteElementPatchGenerator attribute) (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (MaterialResponseDatasetGenerator attribute), [1] (ProportionalStrainPathGenerator attribute), [1] (RandomStrainPathGenerator attribute), [1] (StrainPathGenerator attribute), [1], [2], [3] (StructureMaterialState attribute) (StructureMesh attribute), [1] (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _n_dof_node (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) _n_edge_nodes (FiniteElement attribute), [1], [2], [3] _n_edge_nodes_per_dim (FiniteElementPatch attribute), [1] _n_edges (FiniteElement attribute), [1], [2], [3] (FiniteElementPatchGenerator attribute) _n_elem (StructureMesh attribute), [1] _n_elems_per_dim (FiniteElementPatch attribute), [1] _n_features (TorchMinMaxScaler attribute), [1], [2], [3] (TorchStandardScaler attribute), [1], [2] _n_features_in (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (PolynomialLinearRegressor attribute) (RecurrentConstitutiveModel attribute), [1], [2], [3] _n_features_out (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (RecurrentConstitutiveModel attribute), [1], [2], [3] _n_gauss (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) _n_mat_model (StructureMaterialState attribute) _n_node (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) _n_node_mesh (StructureMesh attribute), [1] _n_nodes (FiniteElement attribute), [1], [2], [3] _n_not_improve (EarlyStopper attribute), [1], [2] _n_poly_coeff (PolynomialLinearRegressor attribute) _n_recurrent_layers (GRURNNModel attribute), [1], [2], [3] _n_strain_comp (BatchedElasticModel attribute), [1] _name (ConstitutiveModel attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) (LinksConstitutiveModel attribute), [1], [2], [3], [4] (LinksDruckerPrager attribute), [1] (LinksElastic attribute), [1] (LinksLou attribute), [1] (LinksVonMises attribute), [1] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _named_members() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) _node_local_coord (ElementType attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] _nodes_coords_mesh (StructureMesh attribute), [1] _nodes_coords_mesh_init (StructureMesh attribute), [1] _nodes_coords_mesh_old (StructureMesh attribute), [1] _nodes_disps_mesh (StructureMesh attribute), [1] _nodes_disps_mesh_old (StructureMesh attribute), [1] _nodes_local_coords (FEHexa20 attribute) (FEHexa8 attribute) (FEQuad4 attribute) (FEQuad8 attribute) (FETetra10 attribute) (FETetra4 attribute) (FETri3 attribute) (FETri6 attribute) _nodes_matrix (FiniteElement attribute), [1], [2], [3] _noise_distribution (NoiseGenerator attribute), [1] _noise_parameters (NoiseGenerator attribute), [1] _norm_maximum (TorchMinMaxScaler attribute), [1], [2], [3] _norm_minimum (TorchMinMaxScaler attribute), [1], [2], [3] _nr_iteration() (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] (VonMisesMixedVMAP class method), [1] (VonMisesMixedVMAP method), [1] (VonMisesVMAP class method), [1], [2] (VonMisesVMAP method), [1], [2] _nr_iteration_apex() (DruckerPragerVMAP class method), [1], [2] (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] _nr_iteration_surface() (DruckerPragerVMAP class method), [1], [2] _patch_dims (FiniteElementPatch attribute), [1] (FiniteElementPatchGenerator attribute) _plastic_step() (DruckerPragerVMAP class method), [1], [2] (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] (VonMisesMixedVMAP class method), [1] (VonMisesVMAP class method), [1], [2] _plastic_step_apex() (DruckerPragerVMAP class method), [1], [2] (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] _plastic_step_cone() (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] _poly_degree (PolynomialLinearRegressor attribute) _polynomial_layers (PolynomialLinearRegressor attribute) _polynomial_sampler() (FiniteElementPatchGenerator method) (FiniteElementPatchGenerator static method) _problem_type (MaterialResponseDatasetGenerator attribute), [1] (RecurrentConstitutiveModel attribute), [1], [2], [3] (StructureMaterialState attribute) _recurrent_constitutive_model() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] _register_load_state_dict_pre_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) _register_state_dict_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) _rotate_coords_array() (FiniteElementPatchGenerator method) (FiniteElementPatchGenerator static method) _rotation_tensor_deformed_edge() (FiniteElementPatchGenerator method), [1] _save_to_state_dict() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) _set_corners_attributes() (FiniteElementPatchGenerator method), [1] _set_corners_coords_ref() (FiniteElementPatchGenerator method), [1] _set_edges_attributes() (FiniteElementPatchGenerator method), [1] _set_elem_type_attributes() (FiniteElement method), [1], [2], [3], [4], [5], [6], [7] _set_material_models_dirs() (MaterialModelFinder method), [1], [2], [3] _set_model_parameters() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] _set_model_subdirs() (MaterialModelFinder method), [1], [2], [3] _set_n_edge_nodes_per_dim() (FiniteElementPatch method), [1], [2], [3] _set_node_local_coords() (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) _set_nodes_local_coords() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) _small (MeanRelativeErrorLoss attribute) _specimen_data (MaterialModelFinder attribute), [1] _specimen_material_state (MaterialModelFinder attribute), [1] _state_features_out (RecurrentConstitutiveModel attribute), [1], [2], [3] _std (TorchStandardScaler attribute), [1], [2] _strain_formulation (LinksSimulator attribute), [1] (MaterialResponseDatasetGenerator attribute), [1] (ProportionalStrainPathGenerator attribute), [1] (RandomStrainPathGenerator attribute), [1] (RecurrentConstitutiveModel attribute), [1], [2], [3] (StrainPathGenerator attribute), [1], [2], [3] (StructureMaterialState attribute) _strain_type (ConstitutiveModel attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager attribute), [1], [2], [3] (DruckerPragerVMAP attribute), [1], [2] (Elastic attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon attribute), [1], [2], [3] (LouZhangYoonVMAP attribute), [1], [2] (VonMises attribute), [1], [2], [3] (VonMisesMixed attribute), [1], [2] (VonMisesMixedVMAP attribute), [1] (VonMisesVMAP attribute), [1], [2] _temp_dir (MaterialModelFinder attribute), [1] _transform_from_edge_local_coordinates() (FiniteElementPatchGenerator method), [1] _transform_to_edge_local_coordinates() (FiniteElementPatchGenerator method), [1] _trigger_tolerance (EarlyStopper attribute), [1], [2] _update_dataset_directory() (TimeSeriesDataset method), [1], [2], [3], [4], [5], [6], [7] _validate_model() (EarlyStopper method), [1], [2] _validation_dataset (EarlyStopper attribute), [1], [2] _validation_frequency (EarlyStopper attribute), [1], [2] _validation_loss_history (EarlyStopper attribute), [1], [2] _validation_steps_history (EarlyStopper attribute), [1], [2] _vcompute_stress_path() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] _version (BatchedElasticModel attribute), [1] (GRU attribute), [1] (GRUCell attribute) (GRURNNModel attribute), [1], [2], [3] (HMAdditive attribute) (HMIdentity attribute) (HybridizationModel attribute), [1] (HybridModel attribute), [1], [2], [3], [4] (MaterialModelFinder attribute), [1] (MeanRelativeErrorLoss attribute) (PolynomialLinearRegressor attribute) (RecurrentConstitutiveModel attribute), [1], [2], [3] (StructureMaterialState attribute) (VolDevCompositionModel attribute) _vrecurrent_constitutive_model() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] _vrecurrent_constitutive_model_outdated() (RecurrentConstitutiveModel method), [1], [2], [3] _write_links_input_data_file() (LinksSimulator method), [1], [2], [3] _zero_handling (MeanRelativeErrorLoss attribute)

A

abaqus_inp_to_links_dat() (in module hookeai.simulators.links.utilities.links_dat_to_inp) ABC (class in hookeai.data_generation.strain_paths.interface) (class in hookeai.simulators.fetorch.element.type.interface) (class in hookeai.simulators.fetorch.material.models.interface) (class in hookeai.simulators.fetorch.material.models.standard.hardening) (class in hookeai.simulators.links.models.interface) abstractmethod() (in module hookeai.data_generation.strain_paths.interface) (in module hookeai.simulators.fetorch.element.type.interface) (in module hookeai.simulators.fetorch.material.models.interface) (in module hookeai.simulators.fetorch.material.models.standard.hardening) (in module hookeai.simulators.links.models.interface) add_dataset_feature_init() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.time_series_data.time_dataset) add_dataset_samples() (TimeSeriesDatasetInMemory method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] add_module() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

add_strain_features() (in module hookeai.model_architectures.materials.strain_features) add_stress_features() (in module hookeai.model_architectures.materials.stress_features) apply() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

B

b_hh (GRUCell attribute) b_ih (GRUCell attribute) batched_yield_function() (in module hookeai.miscellaneous.materials.plot_yield_surface) BatchedElasticModel (class in hookeai.model_architectures.hybrid_base_model.model.hybridized_layers) (class in hookeai.model_architectures.hybrid_base_model.model.transfer_learning) bfloat16() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) bias (GRU attribute), [1] (GRUCell attribute) buffers() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

build_dataset() (in module hookeai.simulators.links.utilities.links_out_to_dataset) build_discrete_gradient() (in module hookeai.simulators.fetorch.element.derivatives.gradients) build_discrete_sym_gradient() (in module hookeai.simulators.fetorch.element.derivatives.gradients) build_element_local_samples() (MaterialModelFinder method), [1], [2], [3] build_element_mesh_indexing() (StructureMesh class method), [1] (StructureMesh method), [1] build_elements_local_samples() (MaterialModelFinder method), [1], [2], [3] build_elements_mesh_indexing() (StructureMesh method), [1], [2], [3] build_node_disps() (in module hookeai.simulators.links.utilities.links_specimen_dirichlet) build_prediction_data_arrays() (in module hookeai.model_architectures.materials.process_predictions) (in module hookeai.model_architectures.procedures.convergence_plots) build_specimen_dbc() (in module hookeai.simulators.links.utilities.links_specimen_dirichlet) build_strain_from_comps() (in module hookeai.model_architectures.materials.strain_features) build_strain_tensor() (ProportionalStrainPathGenerator static method), [1] (RandomStrainPathGenerator static method), [1] (StrainPathGenerator method), [1], [2], [3] (StrainPathGenerator static method), [1], [2], [3] build_stress_from_comps() (in module hookeai.model_architectures.materials.stress_features) build_tensor_from_comps() (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] (MaterialResponseDatasetGenerator class method), [1] (MaterialResponseDatasetGenerator method), [1] (RecurrentConstitutiveModel class method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3] build_time_series_predictions_data() (in module hookeai.model_architectures.materials.process_predictions) (in module hookeai.model_architectures.procedures.convergence_plots)

C

change_dataset_features_labels() (in module hookeai.time_series_data.time_dataset) check_best_state_file() (in module hookeai.model_architectures.procedures.model_state_files) check_dirichlet_bc_mesh_hist() (SpecimenNumericalData method), [1] check_force_equilibrium_loss_type() (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] check_hyb_models_data_scalers() (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] check_model_in_normalized() (HybridModel class method), [1], [2], [3], [4] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] check_model_out_normalized() (HybridModel class method), [1], [2], [3], [4] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] check_model_parameters_convergence() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.rc_base_model.train.training) check_normalized_return() (in module hookeai.model_architectures.procedures.model_data_scaling) (PolynomialLinearRegressor method), [1] check_shape_functions_properties() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) check_state_file() (in module hookeai.model_architectures.procedures.model_state_files) check_yield_surface_convexity() (LouZhangYoon class method), [1], [2], [3] (LouZhangYoon method), [1], [2], [3] children() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) collect_node_data_files_from_links_data() (in module hookeai.simulators.links.utilities.links_data_to_adimu) compare_hardening_laws() (in module hookeai.miscellaneous.materials.compare_hardening_laws) compare_material_model_response() (in module hookeai.miscellaneous.materials.compare_material_models) compile() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) compute_convex_boundary() (LouZhangYoon class method), [1], [2], [3] (LouZhangYoon method), [1], [2], [3] compute_directory_prediction_metrics() (in module hookeai.utilities.output_prediction_metrics) compute_dirichlet_sets_reaction() (MaterialModelFinder method), [1], [2], [3], [4], [5] compute_dirichlet_sets_reaction_hist() (MaterialModelFinder method), [1], [2], [3], [4], [5] compute_element_internal_forces() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) compute_element_internal_forces_hist() (MaterialModelFinder method), [1], [2], [3] compute_infinitesimal_inc_strain() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) compute_infinitesimal_strain() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) compute_mean_prediction_metrics() (in module hookeai.miscellaneous.file_processing.plot_prediction_files) (in module hookeai.utilities.output_prediction_metrics) compute_num_derivatives() (LouZhangYoon method), [1], [2], [3] compute_prediction_metrics() (in module hookeai.utilities.output_prediction_metrics) (in module hookeai.utilities.prediction_metrics) compute_processes_prediction_metrics() (in module hookeai.utilities.output_prediction_metrics) compute_sample_prediction_loss() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) compute_strain_feature() (in module hookeai.model_architectures.materials.strain_features) compute_stress_feature() (in module hookeai.model_architectures.materials.stress_features) compute_stress_invariants() (MaterialResponseDatasetGenerator method), [1] (MaterialResponseDatasetGenerator static method), [1]

compute_stress_path() (MaterialResponseDatasetGenerator method), [1], [2], [3] concatenate_dataset_features() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.time_series_data.time_dataset) ConstitutiveModel (class in hookeai.simulators.fetorch.material.models.interface) (class in hookeai.simulators.fetorch.material.models.standard.drucker_prager) (class in hookeai.simulators.fetorch.material.models.standard.elastic) (class in hookeai.simulators.fetorch.material.models.standard.lou) (class in hookeai.simulators.fetorch.material.models.standard.von_mises) (class in hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (class in hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (class in hookeai.simulators.fetorch.material.models.vmap.lou) (class in hookeai.simulators.fetorch.material.models.vmap.von_mises) (class in hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) convert_dict_to_float32() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.utilities.type_conversion) convert_dict_to_float64() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.utilities.type_conversion) convert_dict_to_tensor() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.utilities.type_conversion) convert_tensor_to_float32() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.utilities.type_conversion) convert_tensor_to_float64() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.utilities.type_conversion) convexity_return_mapping() (LouZhangYoon class method), [1], [2], [3] (LouZhangYoon method), [1], [2], [3] cpu() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) cuda() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

D

data_scaler_transform() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.model_architectures.hybrid_base_model.model.hybrid_model) (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_data_scaling) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.train.training) (PolynomialLinearRegressor method), [1] dd() (in module hookeai.simulators.fetorch.math.tensorops) ddot22_1() (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.math.tensorops) ddot24_1() (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.math.tensorops) ddot42_1() (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.math.tensorops) ddot44_1() (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.math.tensorops) denoise() (Denoiser method), [1], [2], [3], [4], [5] denoise_displacements_noise() (in module hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv) Denoiser (class in hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv) (class in hookeai.miscellaneous.noisy_data.denoise_strain_paths) (class in hookeai.utilities.data_denoisers) device (GRU attribute), [1] (GRUCell attribute) directional_convex_boundary() (LouZhangYoon class method), [1], [2], [3] (LouZhangYoon method), [1], [2], [3] dirichlet_bc_mesh_hist (SpecimenNumericalData attribute) display_hydra_job_header() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_template) display_pruning_data() (in module hookeai.miscellaneous.pruning.pruning_dataset) dot12_1() (in module hookeai.simulators.fetorch.math.tensorops) dot21_1() (in module hookeai.simulators.fetorch.math.tensorops) dot24_1() (in module hookeai.simulators.fetorch.math.tensorops)

dot24_2() (in module hookeai.simulators.fetorch.math.tensorops) dot24_3() (in module hookeai.simulators.fetorch.math.tensorops) dot24_4() (in module hookeai.simulators.fetorch.math.tensorops) dot42_1() (in module hookeai.simulators.fetorch.math.tensorops) dot42_2() (in module hookeai.simulators.fetorch.math.tensorops) dot42_3() (in module hookeai.simulators.fetorch.math.tensorops) double() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) DruckerPrager (class in hookeai.miscellaneous.materials.compare_material_models) (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.standard.drucker_prager) (class in hookeai.simulators.fetorch.structure.structure_state) DruckerPragerVMAP (class in hookeai.miscellaneous.materials.compare_material_models) (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.vmap.drucker_prager) dummy_function() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_template) dyad11() (in module hookeai.simulators.fetorch.math.tensorops) dyad22_1() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.simulators.fetorch.math.tensorops) dyad22_2() (in module hookeai.simulators.fetorch.math.tensorops) dyad22_3() (in module hookeai.simulators.fetorch.math.tensorops)

E

EarlyStopper (class in hookeai.model_architectures.hybrid_base_model.train.training) (class in hookeai.model_architectures.rc_base_model.train.training) (class in hookeai.model_architectures.rnn_base_model.train.training) Elastic (class in hookeai.model_architectures.hybrid_base_model.model.hybridized_layers) (class in hookeai.model_architectures.hybrid_base_model.model.transfer_learning) (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.standard.drucker_prager) (class in hookeai.simulators.fetorch.material.models.standard.elastic) (class in hookeai.simulators.fetorch.material.models.standard.lou) (class in hookeai.simulators.fetorch.material.models.standard.von_mises) (class in hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (class in hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (class in hookeai.simulators.fetorch.material.models.vmap.lou) (class in hookeai.simulators.fetorch.material.models.vmap.von_mises) (class in hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (class in hookeai.simulators.fetorch.structure.structure_state) elastic_tangent_modulus() (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (Elastic static method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] element_assembler() (StructureMesh method), [1], [2], [3] element_extractor() (StructureMesh method), [1], [2], [3] ElementType (class in hookeai.simulators.fetorch.element.type.hexa20) (class in hookeai.simulators.fetorch.element.type.hexa8) (class in hookeai.simulators.fetorch.element.type.interface) (class in hookeai.simulators.fetorch.element.type.quad4) (class in hookeai.simulators.fetorch.element.type.quad8) (class in hookeai.simulators.fetorch.element.type.tetra10) (class in hookeai.simulators.fetorch.element.type.tetra4) (class in hookeai.simulators.fetorch.element.type.tri3) (class in hookeai.simulators.fetorch.element.type.tri6) (class in hookeai.simulators.fetorch.structure.structure_mesh) enforce_parameters_bounds() (MaterialModelFinder method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] enforce_parameters_constraints() (MaterialModelFinder method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] eval() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

eval_jacobian() (in module hookeai.simulators.fetorch.element.derivatives.gradients) (in module hookeai.simulators.fetorch.element.derivatives.jacobian) eval_shapefun() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method), [1] (FEHexa8 method), [1] (FEQuad4 method), [1] (FEQuad8 method), [1] (FETetra10 method), [1] (FETetra4 method), [1] (FETri3 method), [1] (FETri6 method), [1] eval_shapefun_deriv() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.derivatives.gradients) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) eval_shapefun_local_deriv() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method), [1] (FEHexa8 method), [1] (FEQuad4 method), [1] (FEQuad8 method), [1] (FETetra10 method), [1] (FETetra4 method), [1] (FETri3 method), [1] (FETri6 method), [1] evaluate_criterion() (EarlyStopper method), [1], [2], [3], [4], [5] extra_repr() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) extract_element_type_from_links_data() (in module hookeai.simulators.links.utilities.links_data_to_adimu) extract_mesh_connectivities_from_links_data() (in module hookeai.simulators.links.utilities.links_data_to_adimu) extract_mesh_coordinates_from_links_data() (in module hookeai.simulators.links.utilities.links_data_to_adimu) extract_mesh_dirichlet_from_links_data() (in module hookeai.simulators.links.utilities.links_data_to_adimu) extract_sample_path() (in module hookeai.simulators.links.utilities.links_out_to_dataset)

F

features_out_extractor() (HybridModel class method), [1], [2], [3], [4] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] FEHexa20 (class in hookeai.simulators.fetorch.element.type.hexa20) FEHexa8 (class in hookeai.simulators.fetorch.element.type.hexa8) FEQuad4 (class in hookeai.simulators.fetorch.element.type.quad4) FEQuad8 (class in hookeai.simulators.fetorch.element.type.quad8) FETetra10 (class in hookeai.simulators.fetorch.element.type.tetra10) FETetra4 (class in hookeai.simulators.fetorch.element.type.tetra4) FETri3 (class in hookeai.simulators.fetorch.element.type.tri3) FETri6 (class in hookeai.simulators.fetorch.element.type.tri6) find_unique_file_with_regex() (in module hookeai.ioput.iostandard) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.model_architectures.procedures.convergence_plots) FiniteElement (class in hookeai.data_generation.spdg.patch) (class in hookeai.data_generation.spdg.patch_generator) (class in hookeai.simulators.links.discretization.finite_element) (class in hookeai.simulators.links.links) FiniteElementPatch (class in hookeai.data_generation.spdg.patch) (class in hookeai.data_generation.spdg.patch_generator) FiniteElementPatchGenerator (class in hookeai.data_generation.spdg.patch_generator) fit() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] (TorchStandardScaler method), [1], [2], [3], [4], [5] fit_data_scaler_from_dataset() (in module hookeai.model_architectures.procedures.model_data_scaling) (in module hookeai.utilities.fit_data_scalers) fit_data_scalers() (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_data_scaling) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.train.training) float() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

fo_dinv_sym() (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.math.tensorops) force_equilibrium_loss() (MaterialModelFinder method), [1], [2], [3] force_equilibrium_loss_components_hist() (MaterialModelFinder method), [1], [2], [3] format_mean_metrics_results() (in module hookeai.utilities.output_prediction_metrics) forward() (BatchedElasticModel method), [1], [2], [3] (GRU method), [1], [2], [3] (GRUCell method), [1] (GRURNNModel method), [1], [2], [3], [4], [5], [6], [7] (HMAdditive method), [1] (HMIdentity method), [1] (HybridizationModel method), [1], [2], [3] (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (MaterialModelFinder method), [1], [2], [3] (MeanRelativeErrorLoss method), [1] (PolynomialLinearRegressor method), [1] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] (StructureMaterialState method) (VolDevCompositionModel method), [1] forward_sequential_element() (MaterialModelFinder method), [1], [2], [3] forward_sequential_time() (MaterialModelFinder method), [1], [2], [3] freeze_parameter() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] from_dataset() (TimeSeriesDatasetInMemory class method), [1], [2], [3], [4], [5], [6] (TimeSeriesDatasetInMemory method), [1], [2], [3], [4], [5], [6]

G

gauss_quadrature() (in module hookeai.simulators.fetorch.element.type.hexa20) (in module hookeai.simulators.fetorch.element.type.hexa8) (in module hookeai.simulators.fetorch.element.type.quad4) (in module hookeai.simulators.fetorch.element.type.quad8) (in module hookeai.simulators.fetorch.element.type.quadratures) (in module hookeai.simulators.fetorch.element.type.tetra10) (in module hookeai.simulators.fetorch.element.type.tetra4) (in module hookeai.simulators.fetorch.element.type.tri3) (in module hookeai.simulators.fetorch.element.type.tri6) gauss_quadrature_1d() (in module hookeai.simulators.fetorch.element.type.quadratures) gauss_quadrature_2d() (in module hookeai.simulators.fetorch.element.type.quadratures) gauss_quadrature_3d() (in module hookeai.simulators.fetorch.element.type.quadratures) gen_adimu_data_from_links() (in module hookeai.simulators.links.utilities.links_data_to_adimu) gen_links_loading_incrementation_file() (in module hookeai.simulators.links.utilities.links_plot_tfact) gen_response_dataset_from_csv() (MaterialResponseDatasetGenerator method), [1], [2], [3] gen_response_dataset_from_strain_dataset() (MaterialResponseDatasetGenerator method), [1], [2], [3] generate_dataset_plots() (in module hookeai.simulators.links.utilities.links_out_to_dataset) generate_deformed_patch() (FiniteElementPatchGenerator method), [1] generate_dirichlet_sets() (in module hookeai.simulators.links.utilities.links_data_to_adimu) generate_input_data_file() (LinksSimulator method), [1], [2], [3] generate_noise_path() (NoiseGenerator method), [1], [2], [3] generate_pointwise_sets() (in module hookeai.simulators.links.utilities.links_data_to_adimu) generate_prediction_plots() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) generate_response_dataset() (MaterialResponseDatasetGenerator method), [1] generate_standard_training_plots() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) generate_strain_path() (ProportionalStrainPathGenerator method), [1], [2], [3] (RandomStrainPathGenerator method), [1], [2], [3] (StrainPathGenerator method), [1], [2], [3], [4], [5], [6], [7] get_available_elastic_symmetries() (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (Elastic static method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] get_available_hardening_types() (in module hookeai.simulators.fetorch.material.models.standard.hardening) get_batched_gauss_integration_points() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) get_batched_mesh_configuration_hist() (SpecimenNumericalData method), [1] get_boundary_edges_nodes_labels() (FiniteElementPatch method), [1], [2], [3] get_boundary_nodes_labels() (FiniteElementPatch method), [1], [2], [3] get_buffer() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) get_connectivities() (StructureMesh method), [1], [2], [3] get_connectivities_tensor() (StructureMesh method), [1], [2], [3] get_dataset_basename() (TimeSeriesDataset method), [1], [2], [3], [4], [5], [6], [7] get_dataset_directory() (TimeSeriesDataset method), [1], [2], [3], [4], [5], [6], [7] get_dataset_sample_files() (TimeSeriesDataset method), [1], [2], [3], [4], [5], [6], [7] get_dataset_samples() (TimeSeriesDatasetInMemory method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] get_detached_model_parameters() (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (MaterialModelFinder method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] get_device() (BatchedElasticModel method), [1], [2], [3] (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager method), [1], [2], [3] (DruckerPragerVMAP method), [1], [2] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) (GRURNNModel method), [1], [2], [3], [4], [5], [6], [7] (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (LouZhangYoon method), [1], [2], [3] (LouZhangYoonVMAP method), [1], [2] (MaterialModelFinder method), [1], [2], [3] (PolynomialLinearRegressor method), [1] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] (VolDevCompositionModel method), [1] (VonMises method), [1], [2], [3] (VonMisesMixed method), [1], [2] (VonMisesMixedVMAP method), [1] (VonMisesVMAP method), [1], [2] get_dirichlet_bool_mesh() (StructureMesh method), [1], [2], [3] get_effective_stress() (LouZhangYoon method), [1], [2], [3], [4], [5], [6], [7] (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] get_elem_size_dims() (FiniteElementPatch method), [1], [2], [3] get_elem_type() (FiniteElementPatch method), [1], [2], [3] get_element_configuration() (StructureMesh method), [1], [2], [3] get_element_local_paths_idx() (in module hookeai.miscellaneous.other.element_paths_indices) get_element_model_recurrency() (StructureMaterialState method), [1] get_element_nodes_field_hist() (SpecimenNumericalData method), [1] get_element_state() (StructureMaterialState method), [1] get_elements_material() (StructureMaterialState method), [1] get_elements_type() (StructureMesh method), [1], [2], [3] get_extra_state() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) get_feature_data() (in module hookeai.utilities.prediction_metrics) get_fitted_data_scaler() (in module hookeai.model_architectures.procedures.model_data_scaling) (PolynomialLinearRegressor method), [1] get_gauss_integration_points() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) get_hardening_law() (in module hookeai.miscellaneous.materials.compare_hardening_laws) (in module hookeai.miscellaneous.materials.compare_material_models) (in module hookeai.simulators.fetorch.material.models.standard.hardening) get_hybridization_channels() (HybridModel class method), [1], [2], [3], [4] (HybridModel method), [1], [2], [3], [4] get_hybridized_model() (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] get_hybridized_models() (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] get_hybridized_models_names() (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] get_id_operators() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.elastic) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.simulators.fetorch.math.tensorops) get_learning_rate_scheduler() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.train.training) (in module hookeai.utilities.optimizers) get_material_model_name() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] get_material_model_parameters() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] get_material_models() (MaterialModelFinder method), [1] (StructureMaterialState method), [1] get_mean_and_std() (TorchStandardScaler method), [1], [2], [3], [4], [5] get_mesh_boundary_nodes_disps() (FiniteElementPatch method), [1], [2], [3] get_mesh_configuration() (StructureMesh method), [1], [2], [3] get_mesh_connected_nodes() (FiniteElementPatch method), [1], [2], [3] get_mesh_nodes_coords_ref() (FiniteElementPatch method), [1], [2], [3] get_mesh_nodes_matrix() (FiniteElementPatch method), [1], [2], [3] get_minimum_and_maximum() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] get_model_parameter_dict() (in module hookeai.material_model_finder.utilities.torch_parameters) get_model_parameters() (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (DruckerPrager method), [1], [2], [3] (DruckerPragerVMAP method), [1], [2] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon method), [1], [2], [3] (LouZhangYoonVMAP method), [1], [2] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] (VonMises method), [1], [2], [3] (VonMisesMixed method), [1], [2] (VonMisesMixedVMAP method), [1] (VonMisesVMAP method), [1], [2] get_model_parameters_bounds() (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (MaterialModelFinder method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] get_model_parameters_norm_bounds() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] get_model_summary() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_summary) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.train.training) get_n_dim() (FiniteElement method), [1], [2], [3], [4], [5], [6], [7] (FiniteElementPatch method), [1], [2], [3] (SpecimenNumericalData method), [1] (StructureMesh method), [1], [2], [3]

get_n_dirichlet_dof() (StructureMesh method), [1], [2], [3] get_n_dof_node() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) get_n_edge_nodes() (FiniteElement method), [1], [2], [3], [4], [5], [6], [7] get_n_edge_nodes_per_dim() (FiniteElementPatch method), [1], [2], [3] get_n_elem() (StructureMesh method), [1], [2], [3] get_n_element_material_type() (StructureMaterialState method), [1] get_n_element_type() (StructureMesh method), [1], [2], [3] get_n_elems_per_dim() (FiniteElementPatch method), [1], [2], [3] get_n_gauss() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) get_n_model_parameters() (in module hookeai.model_architectures.procedures.model_summary) get_n_node() (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) get_n_node_mesh() (StructureMesh method), [1], [2], [3] get_n_nodes() (FiniteElement method), [1], [2], [3] get_n_prun_sample() (in module hookeai.miscellaneous.pruning.pruning_dataset) get_name() (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (DruckerPrager method), [1], [2], [3] (DruckerPragerVMAP method), [1], [2] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon method), [1], [2], [3] (LouZhangYoonVMAP method), [1], [2] (VonMises method), [1], [2], [3] (VonMisesMixed method), [1], [2] (VonMisesMixedVMAP method), [1] (VonMisesVMAP method), [1], [2] get_node_label_index() (FiniteElement method), [1], [2], [3], [4], [5], [6], [7] get_nodes_matrix() (FiniteElement method), [1], [2], [3], [4], [5], [6], [7] get_numerical_jacobian() (LouZhangYoon method), [1], [2], [3] get_parameter() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) get_parent_dataset_indices() (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.time_series_data.time_dataset) get_patch_attributes() (FiniteElementPatch method), [1], [2], [3] get_problem_type() (StructureMaterialState method), [1] get_problem_type_parameters() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.miscellaneous.materials.compare_material_models) (in module hookeai.model_architectures.hybrid_base_model.model.hybridized_layers) (in module hookeai.model_architectures.hybrid_base_model.model.transfer_learning) (in module hookeai.model_architectures.rc_base_model.model.recurrent_model) (in module hookeai.simulators.fetorch.element.derivatives.gradients) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) (in module hookeai.simulators.fetorch.material.material_su) (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.elastic) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.simulators.fetorch.math.matrixops) (in module hookeai.simulators.fetorch.structure.structure_state) get_projection_tensors_vmf() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.math.voigt_notation) get_pytorch_loss() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.train.training) (in module hookeai.utilities.loss_functions) get_pytorch_optimizer() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.train.training) (in module hookeai.utilities.optimizers) get_required_model_parameters() (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (ConstitutiveModel static method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager method), [1], [2], [3] (DruckerPrager static method), [1], [2], [3] (DruckerPragerVMAP method), [1], [2] (DruckerPragerVMAP static method), [1], [2] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (Elastic static method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon method), [1], [2], [3] (LouZhangYoon static method), [1], [2], [3] (LouZhangYoonVMAP method), [1], [2] (LouZhangYoonVMAP static method), [1], [2] (VonMises method), [1], [2], [3] (VonMises static method), [1], [2], [3] (VonMisesMixed method), [1], [2] (VonMisesMixed static method), [1], [2] (VonMisesMixedVMAP method), [1] (VonMisesMixedVMAP static method), [1] (VonMisesVMAP method), [1], [2] (VonMisesVMAP static method), [1], [2] get_required_parameters() (NoiseGenerator class method), [1] (NoiseGenerator method), [1] get_residual_and_jacobian() (LouZhangYoon method), [1], [2], [3], [4], [5], [6], [7] get_sample_n_features() (in module hookeai.utilities.prediction_metrics) get_samples_prediction_files() (in module hookeai.utilities.output_prediction_metrics) get_specimen_history_paths() (in module hookeai.simulators.links.utilities.links_data_to_adimu) get_specimen_node_dbc() (in module hookeai.simulators.links.utilities.links_specimen_dirichlet) get_state_2Dmf_from_3Dmf() (in module hookeai.simulators.fetorch.math.matrixops) get_state_3Dmf_from_2Dmf() (in module hookeai.simulators.fetorch.math.matrixops) get_strain_formulation() (StructureMaterialState method), [1] get_strain_from_vmf() (in module hookeai.simulators.fetorch.math.voigt_notation) get_strain_type() (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (DruckerPrager method), [1], [2], [3] (DruckerPragerVMAP method), [1], [2] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (LouZhangYoon method), [1], [2], [3] (LouZhangYoonVMAP method), [1], [2] (VonMises method), [1], [2], [3] (VonMisesMixed method), [1], [2] (VonMisesMixedVMAP method), [1] (VonMisesVMAP method), [1], [2] get_stress_invariants() (in module hookeai.miscellaneous.materials.plot_yield_surface) (LouZhangYoon method), [1], [2], [3], [4], [5], [6], [7] (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] get_stress_invariants_and_derivatives() (LouZhangYoon method), [1], [2], [3], [4], [5], [6], [7] (LouZhangYoonVMAP class method), [1], [2] (LouZhangYoonVMAP method), [1], [2] get_stress_vmf() (in module hookeai.simulators.fetorch.math.voigt_notation) get_submodule() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) get_technical_from_elastic_moduli() (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25] get_tensor_from_mf() (in module hookeai.simulators.fetorch.math.matrixops) get_tensor_mf() (in module hookeai.simulators.fetorch.math.matrixops) get_time_series_data_loader() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.train.training) (in module hookeai.time_series_data.time_dataset) (in module hookeai.utilities.fit_data_scalers) get_validation_loss_history() (EarlyStopper method), [1], [2], [3], [4], [5] grouped_bar_chart() (in module hookeai.ioput.plots) GRU (class in hookeai.model_architectures.rnn_base_model.custom.gru_vmap) (class in hookeai.model_architectures.rnn_base_model.model.gru_model) GRUCell (class in hookeai.model_architectures.rnn_base_model.custom.gru_vmap) GRURNNModel (class in hookeai.model_architectures.rnn_base_model.model.gru_model) (class in hookeai.model_architectures.rnn_base_model.predict.prediction) (class in hookeai.model_architectures.rnn_base_model.train.training) (class in hookeai.simulators.fetorch.structure.structure_state)

H

half() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) hardening_law() (IsotropicHardeningLaw method) (IsotropicHardeningLaw static method) (LinearIHL method) (LinearIHL static method) (NadaiLudwikIHL method) (NadaiLudwikIHL static method) (PiecewiseLinearIHL method) (PiecewiseLinearIHL static method) hidden_size (GRU attribute), [1] (GRUCell attribute) HMAdditive (class in hookeai.model_architectures.hybrid_base_model.model.hybridization) HMIdentity (class in hookeai.model_architectures.hybrid_base_model.model.hybridization) hookeai module hookeai.data_generation module hookeai.data_generation.spdg module hookeai.data_generation.spdg.patch module hookeai.data_generation.spdg.patch_generator module hookeai.data_generation.strain_paths module hookeai.data_generation.strain_paths.interface module hookeai.data_generation.strain_paths.noise_generator module hookeai.data_generation.strain_paths.proportional_path module hookeai.data_generation.strain_paths.random_path module hookeai.ioput module hookeai.ioput.iostandard module hookeai.ioput.plots module hookeai.material_model_finder module hookeai.material_model_finder.data module hookeai.material_model_finder.data.specimen_data module hookeai.material_model_finder.model module hookeai.material_model_finder.model.material_discovery module hookeai.material_model_finder.train module hookeai.material_model_finder.train.training module hookeai.material_model_finder.utilities module hookeai.material_model_finder.utilities.torch_parameters module hookeai.miscellaneous module hookeai.miscellaneous.dataset_processing module hookeai.miscellaneous.dataset_processing.convert_dataset module hookeai.miscellaneous.dataset_processing.convert_to_tsdataset module hookeai.miscellaneous.dataset_processing.read_csv_response_dataset module hookeai.miscellaneous.dataset_processing.tsdataset_splitter module hookeai.miscellaneous.file_processing module hookeai.miscellaneous.file_processing.plot_prediction_files module hookeai.miscellaneous.file_processing.process_case_study_dirs module hookeai.miscellaneous.materials module hookeai.miscellaneous.materials.compare_hardening_laws module hookeai.miscellaneous.materials.compare_material_models module hookeai.miscellaneous.materials.lou_convexity module hookeai.miscellaneous.materials.plot_yield_surface module hookeai.miscellaneous.noisy_data module hookeai.miscellaneous.noisy_data.build_noise_directory module hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv module hookeai.miscellaneous.noisy_data.denoise_strain_paths module hookeai.miscellaneous.noisy_data.inject_disp_noise_csv module hookeai.miscellaneous.other module hookeai.miscellaneous.other.element_paths_indices module hookeai.miscellaneous.other.export_strain_paths module hookeai.miscellaneous.other.function_discretizer module hookeai.miscellaneous.pruning module hookeai.miscellaneous.pruning.pruning_dataset module hookeai.model_architectures module hookeai.model_architectures.hybrid_base_model module hookeai.model_architectures.hybrid_base_model.model module hookeai.model_architectures.hybrid_base_model.model.hybrid_model module hookeai.model_architectures.hybrid_base_model.model.hybridization module hookeai.model_architectures.hybrid_base_model.model.hybridized_layers module hookeai.model_architectures.hybrid_base_model.model.hybridized_model module hookeai.model_architectures.hybrid_base_model.model.transfer_learning module hookeai.model_architectures.hybrid_base_model.predict module hookeai.model_architectures.hybrid_base_model.predict.prediction module hookeai.model_architectures.hybrid_base_model.train module hookeai.model_architectures.hybrid_base_model.train.training module hookeai.model_architectures.materials module hookeai.model_architectures.materials.process_predictions module hookeai.model_architectures.materials.strain_features module hookeai.model_architectures.materials.stress_features module hookeai.model_architectures.procedures module hookeai.model_architectures.procedures.convergence_plots module hookeai.model_architectures.procedures.model_data_scaling module hookeai.model_architectures.procedures.model_prediction module hookeai.model_architectures.procedures.model_state_files module hookeai.model_architectures.procedures.model_summary module hookeai.model_architectures.procedures.model_training module hookeai.model_architectures.rc_base_model module hookeai.model_architectures.rc_base_model.model module hookeai.model_architectures.rc_base_model.model.recurrent_model module hookeai.model_architectures.rc_base_model.predict module hookeai.model_architectures.rc_base_model.predict.prediction module hookeai.model_architectures.rc_base_model.train module hookeai.model_architectures.rc_base_model.train.training module hookeai.model_architectures.rnn_base_model module

hookeai.model_architectures.rnn_base_model.custom module hookeai.model_architectures.rnn_base_model.custom.gru_vmap module hookeai.model_architectures.rnn_base_model.model module hookeai.model_architectures.rnn_base_model.model.gru_model module hookeai.model_architectures.rnn_base_model.optimization module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_plots module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_template module hookeai.model_architectures.rnn_base_model.optimization.plot_hyperparameter_optimization module hookeai.model_architectures.rnn_base_model.predict module hookeai.model_architectures.rnn_base_model.predict.prediction module hookeai.model_architectures.rnn_base_model.train module hookeai.model_architectures.rnn_base_model.train.cross_validation module hookeai.model_architectures.rnn_base_model.train.training module hookeai.simulators module hookeai.simulators.fetorch module hookeai.simulators.fetorch.element module hookeai.simulators.fetorch.element.derivatives module hookeai.simulators.fetorch.element.derivatives.gradients module hookeai.simulators.fetorch.element.derivatives.jacobian module hookeai.simulators.fetorch.element.integrations module hookeai.simulators.fetorch.element.integrations.internal_forces module hookeai.simulators.fetorch.element.type module hookeai.simulators.fetorch.element.type.hexa20 module hookeai.simulators.fetorch.element.type.hexa8 module hookeai.simulators.fetorch.element.type.interface module hookeai.simulators.fetorch.element.type.quad4 module hookeai.simulators.fetorch.element.type.quad8 module hookeai.simulators.fetorch.element.type.quadratures module hookeai.simulators.fetorch.element.type.tetra10 module hookeai.simulators.fetorch.element.type.tetra4 module hookeai.simulators.fetorch.element.type.tri3 module hookeai.simulators.fetorch.element.type.tri6 module hookeai.simulators.fetorch.material module hookeai.simulators.fetorch.material.material_su module hookeai.simulators.fetorch.material.models module hookeai.simulators.fetorch.material.models.interface module hookeai.simulators.fetorch.material.models.standard module hookeai.simulators.fetorch.material.models.standard.drucker_prager module hookeai.simulators.fetorch.material.models.standard.elastic module hookeai.simulators.fetorch.material.models.standard.hardening module hookeai.simulators.fetorch.material.models.standard.lou module hookeai.simulators.fetorch.material.models.standard.von_mises module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed module hookeai.simulators.fetorch.material.models.vmap module hookeai.simulators.fetorch.material.models.vmap.drucker_prager module hookeai.simulators.fetorch.material.models.vmap.lou module hookeai.simulators.fetorch.material.models.vmap.von_mises module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed module hookeai.simulators.fetorch.math module hookeai.simulators.fetorch.math.matrixops module hookeai.simulators.fetorch.math.tensorops module hookeai.simulators.fetorch.math.voigt_notation module hookeai.simulators.fetorch.structure module hookeai.simulators.fetorch.structure.structure_mesh module hookeai.simulators.fetorch.structure.structure_state module hookeai.simulators.links module hookeai.simulators.links.discretization module hookeai.simulators.links.discretization.finite_element module hookeai.simulators.links.links module hookeai.simulators.links.models module hookeai.simulators.links.models.interface module hookeai.simulators.links.models.links_drucker_prager module hookeai.simulators.links.models.links_elastic module hookeai.simulators.links.models.links_lou module hookeai.simulators.links.models.links_von_mises module hookeai.simulators.links.utilities module hookeai.simulators.links.utilities.links_dat_to_inp module hookeai.simulators.links.utilities.links_data_to_adimu module hookeai.simulators.links.utilities.links_nodedata_to_csv module hookeai.simulators.links.utilities.links_out_to_dataset module hookeai.simulators.links.utilities.links_plot_force_disp module hookeai.simulators.links.utilities.links_plot_tfact module hookeai.simulators.links.utilities.links_specimen_dirichlet module hookeai.time_series_data module hookeai.time_series_data.time_dataset module hookeai.utilities module hookeai.utilities.data_denoisers module hookeai.utilities.data_loaders module hookeai.utilities.data_scalers module hookeai.utilities.fit_data_scalers module hookeai.utilities.loss_functions module hookeai.utilities.optimizers module hookeai.utilities.output_prediction_metrics module hookeai.utilities.prediction_metrics module hookeai.utilities.type_conversion module hybridization_model (HybridizationModel attribute), [1] hybridization_type (HybridizationModel attribute), [1] HybridizationModel (class in hookeai.model_architectures.hybrid_base_model.model.hybrid_model) (class in hookeai.model_architectures.hybrid_base_model.model.hybridization) HybridModel (class in hookeai.material_model_finder.model.material_discovery) (class in hookeai.model_architectures.hybrid_base_model.model.hybrid_model) (class in hookeai.model_architectures.hybrid_base_model.predict.prediction) (class in hookeai.model_architectures.hybrid_base_model.train.training) (class in hookeai.simulators.fetorch.structure.structure_state) hydra_wrapper() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization)

I

init_data_scalers() (in module hookeai.model_architectures.hybrid_base_model.model.hybrid_model) (in module hookeai.model_architectures.procedures.model_data_scaling) (in module hookeai.model_architectures.rc_base_model.model.recurrent_model) (in module hookeai.model_architectures.rnn_base_model.model.gru_model) init_elements_model() (StructureMaterialState method), [1] init_model_from_file() (GRURNNModel method), [1], [2], [3] (GRURNNModel static method), [1], [2], [3] (HybridModel method), [1], [2], [3], [4] (HybridModel static method), [1], [2], [3], [4] (RecurrentConstitutiveModel method), [1], [2], [3] (RecurrentConstitutiveModel static method), [1], [2], [3] inject_displacements_noise() (in module hookeai.miscellaneous.noisy_data.inject_disp_noise_csv) input_size (GRU attribute), [1] (GRUCell attribute) inverse_transform() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] (TorchStandardScaler method), [1], [2], [3], [4], [5] ipu() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

is_evaluate_criterion() (EarlyStopper method), [1], [2], [3], [4], [5] is_explicit_parameters (GRURNNModel attribute), [1], [2], [3] (RecurrentConstitutiveModel attribute), [1], [2], [3] is_model_in_normalized (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (PolynomialLinearRegressor attribute) (RecurrentConstitutiveModel attribute), [1], [2], [3] is_model_out_normalized (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (PolynomialLinearRegressor attribute) (RecurrentConstitutiveModel attribute), [1], [2], [3] is_normalized_parameters (RecurrentConstitutiveModel attribute), [1], [2], [3] IsotropicHardeningLaw (class in hookeai.simulators.fetorch.material.models.standard.hardening)

K

kelvin_factor() (in module hookeai.simulators.fetorch.material.models.standard.elastic) (in module hookeai.simulators.fetorch.math.matrixops)

kfold_cross_validation() (in module hookeai.model_architectures.rnn_base_model.train.cross_validation)

L

LinearIHL (class in hookeai.simulators.fetorch.material.models.standard.hardening) links_dat_to_abaqus_inp() (in module hookeai.simulators.links.utilities.links_dat_to_inp) links_node_output_to_csv() (in module hookeai.simulators.links.utilities.links_nodedata_to_csv) links_to_abaqus_elem_type() (in module hookeai.simulators.links.utilities.links_data_to_adimu) LinksConstitutiveModel (class in hookeai.simulators.links.models.interface) (class in hookeai.simulators.links.models.links_drucker_prager) (class in hookeai.simulators.links.models.links_elastic) (class in hookeai.simulators.links.models.links_lou) (class in hookeai.simulators.links.models.links_von_mises) LinksDruckerPrager (class in hookeai.simulators.links.links) (class in hookeai.simulators.links.models.links_drucker_prager) LinksElastic (class in hookeai.simulators.links.links) (class in hookeai.simulators.links.models.links_elastic) LinksLou (class in hookeai.simulators.links.links) (class in hookeai.simulators.links.models.links_lou) LinksSimulator (class in hookeai.simulators.links.links) (class in hookeai.simulators.links.utilities.links_plot_tfact) LinksVonMises (class in hookeai.simulators.links.links) (class in hookeai.simulators.links.models.links_von_mises) load_best_performance_state() (EarlyStopper method), [1], [2], [3], [4], [5] load_dataset() (in module hookeai.miscellaneous.dataset_processing.convert_to_tsdataset) (in module hookeai.miscellaneous.dataset_processing.tsdataset_splitter) (in module hookeai.miscellaneous.file_processing.plot_prediction_files) (in module hookeai.miscellaneous.materials.compare_material_models) (in module hookeai.miscellaneous.noisy_data.denoise_strain_paths) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.model_architectures.materials.process_predictions) (in module hookeai.model_architectures.materials.strain_features) (in module hookeai.model_architectures.materials.stress_features) (in module hookeai.model_architectures.procedures.convergence_plots) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.time_series_data.time_dataset)

load_full_dataset() (in module hookeai.miscellaneous.pruning.pruning_dataset) load_model_data_scalers_from_file() (in module hookeai.model_architectures.procedures.model_data_scaling) load_model_state() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_state_files) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.train.training) load_sample_predictions() (in module hookeai.miscellaneous.file_processing.plot_prediction_files) (in module hookeai.model_architectures.materials.process_predictions) (in module hookeai.model_architectures.procedures.model_prediction) load_state_dict() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) LouZhangYoon (class in hookeai.miscellaneous.materials.compare_material_models) (class in hookeai.miscellaneous.materials.lou_convexity) (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.standard.lou) LouZhangYoonVMAP (class in hookeai.miscellaneous.materials.compare_material_models) (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.vmap.lou)

M

make_directory() (in module hookeai.ioput.iostandard) (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.miscellaneous.file_processing.plot_prediction_files) (in module hookeai.miscellaneous.materials.compare_material_models) (in module hookeai.miscellaneous.materials.lou_convexity) (in module hookeai.miscellaneous.noisy_data.build_noise_directory) (in module hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv) (in module hookeai.miscellaneous.noisy_data.inject_disp_noise_csv) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.model_architectures.procedures.convergence_plots) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.model_architectures.rnn_base_model.train.cross_validation) (in module hookeai.simulators.links.links) (in module hookeai.simulators.links.utilities.links_out_to_dataset) (in module hookeai.utilities.output_prediction_metrics) make_predictions_subdir() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) material_state_update() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.model_architectures.rc_base_model.model.recurrent_model) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) (in module hookeai.simulators.fetorch.material.material_su) MaterialModelFinder (class in hookeai.material_model_finder.model.material_discovery) (class in hookeai.material_model_finder.train.training) MaterialResponseDatasetGenerator (class in hookeai.miscellaneous.dataset_processing.read_csv_response_dataset) (class in hookeai.miscellaneous.materials.compare_material_models) mean_rotation_angle_2d() (in module hookeai.data_generation.spdg.patch) mean_std_batch_fit() (in module hookeai.utilities.fit_data_scalers) MeanRelativeErrorLoss (class in hookeai.utilities.loss_functions) min_max_batch_fit() (in module hookeai.utilities.fit_data_scalers) model_directory (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (MaterialModelFinder attribute), [1] (RecurrentConstitutiveModel attribute), [1], [2], [3] model_name (GRURNNModel attribute), [1], [2], [3] (HybridModel attribute), [1], [2], [3], [4] (MaterialModelFinder attribute), [1] (RecurrentConstitutiveModel attribute), [1], [2], [3] module hookeai hookeai.data_generation hookeai.data_generation.spdg hookeai.data_generation.spdg.patch hookeai.data_generation.spdg.patch_generator hookeai.data_generation.strain_paths hookeai.data_generation.strain_paths.interface hookeai.data_generation.strain_paths.noise_generator hookeai.data_generation.strain_paths.proportional_path hookeai.data_generation.strain_paths.random_path hookeai.ioput hookeai.ioput.iostandard hookeai.ioput.plots hookeai.material_model_finder hookeai.material_model_finder.data hookeai.material_model_finder.data.specimen_data hookeai.material_model_finder.model hookeai.material_model_finder.model.material_discovery hookeai.material_model_finder.train hookeai.material_model_finder.train.training hookeai.material_model_finder.utilities hookeai.material_model_finder.utilities.torch_parameters hookeai.miscellaneous hookeai.miscellaneous.dataset_processing hookeai.miscellaneous.dataset_processing.convert_dataset hookeai.miscellaneous.dataset_processing.convert_to_tsdataset hookeai.miscellaneous.dataset_processing.read_csv_response_dataset hookeai.miscellaneous.dataset_processing.tsdataset_splitter hookeai.miscellaneous.file_processing hookeai.miscellaneous.file_processing.plot_prediction_files hookeai.miscellaneous.file_processing.process_case_study_dirs hookeai.miscellaneous.materials hookeai.miscellaneous.materials.compare_hardening_laws hookeai.miscellaneous.materials.compare_material_models hookeai.miscellaneous.materials.lou_convexity hookeai.miscellaneous.materials.plot_yield_surface hookeai.miscellaneous.noisy_data hookeai.miscellaneous.noisy_data.build_noise_directory hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv hookeai.miscellaneous.noisy_data.denoise_strain_paths hookeai.miscellaneous.noisy_data.inject_disp_noise_csv hookeai.miscellaneous.other hookeai.miscellaneous.other.element_paths_indices hookeai.miscellaneous.other.export_strain_paths hookeai.miscellaneous.other.function_discretizer hookeai.miscellaneous.pruning hookeai.miscellaneous.pruning.pruning_dataset hookeai.model_architectures hookeai.model_architectures.hybrid_base_model hookeai.model_architectures.hybrid_base_model.model hookeai.model_architectures.hybrid_base_model.model.hybrid_model hookeai.model_architectures.hybrid_base_model.model.hybridization hookeai.model_architectures.hybrid_base_model.model.hybridized_layers hookeai.model_architectures.hybrid_base_model.model.hybridized_model hookeai.model_architectures.hybrid_base_model.model.transfer_learning hookeai.model_architectures.hybrid_base_model.predict hookeai.model_architectures.hybrid_base_model.predict.prediction hookeai.model_architectures.hybrid_base_model.train hookeai.model_architectures.hybrid_base_model.train.training hookeai.model_architectures.materials hookeai.model_architectures.materials.process_predictions hookeai.model_architectures.materials.strain_features hookeai.model_architectures.materials.stress_features hookeai.model_architectures.procedures hookeai.model_architectures.procedures.convergence_plots hookeai.model_architectures.procedures.model_data_scaling hookeai.model_architectures.procedures.model_prediction hookeai.model_architectures.procedures.model_state_files hookeai.model_architectures.procedures.model_summary hookeai.model_architectures.procedures.model_training hookeai.model_architectures.rc_base_model hookeai.model_architectures.rc_base_model.model hookeai.model_architectures.rc_base_model.model.recurrent_model hookeai.model_architectures.rc_base_model.predict hookeai.model_architectures.rc_base_model.predict.prediction hookeai.model_architectures.rc_base_model.train hookeai.model_architectures.rc_base_model.train.training hookeai.model_architectures.rnn_base_model hookeai.model_architectures.rnn_base_model.custom hookeai.model_architectures.rnn_base_model.custom.gru_vmap hookeai.model_architectures.rnn_base_model.model hookeai.model_architectures.rnn_base_model.model.gru_model hookeai.model_architectures.rnn_base_model.optimization hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_plots hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_template hookeai.model_architectures.rnn_base_model.optimization.plot_hyperparameter_optimization hookeai.model_architectures.rnn_base_model.predict hookeai.model_architectures.rnn_base_model.predict.prediction hookeai.model_architectures.rnn_base_model.train hookeai.model_architectures.rnn_base_model.train.cross_validation hookeai.model_architectures.rnn_base_model.train.training hookeai.simulators hookeai.simulators.fetorch hookeai.simulators.fetorch.element hookeai.simulators.fetorch.element.derivatives hookeai.simulators.fetorch.element.derivatives.gradients hookeai.simulators.fetorch.element.derivatives.jacobian hookeai.simulators.fetorch.element.integrations hookeai.simulators.fetorch.element.integrations.internal_forces hookeai.simulators.fetorch.element.type hookeai.simulators.fetorch.element.type.hexa20 hookeai.simulators.fetorch.element.type.hexa8 hookeai.simulators.fetorch.element.type.interface hookeai.simulators.fetorch.element.type.quad4 hookeai.simulators.fetorch.element.type.quad8 hookeai.simulators.fetorch.element.type.quadratures hookeai.simulators.fetorch.element.type.tetra10 hookeai.simulators.fetorch.element.type.tetra4 hookeai.simulators.fetorch.element.type.tri3 hookeai.simulators.fetorch.element.type.tri6 hookeai.simulators.fetorch.material hookeai.simulators.fetorch.material.material_su hookeai.simulators.fetorch.material.models hookeai.simulators.fetorch.material.models.interface hookeai.simulators.fetorch.material.models.standard hookeai.simulators.fetorch.material.models.standard.drucker_prager hookeai.simulators.fetorch.material.models.standard.elastic hookeai.simulators.fetorch.material.models.standard.hardening hookeai.simulators.fetorch.material.models.standard.lou hookeai.simulators.fetorch.material.models.standard.von_mises hookeai.simulators.fetorch.material.models.standard.von_mises_mixed hookeai.simulators.fetorch.material.models.vmap hookeai.simulators.fetorch.material.models.vmap.drucker_prager hookeai.simulators.fetorch.material.models.vmap.lou hookeai.simulators.fetorch.material.models.vmap.von_mises hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed hookeai.simulators.fetorch.math hookeai.simulators.fetorch.math.matrixops hookeai.simulators.fetorch.math.tensorops hookeai.simulators.fetorch.math.voigt_notation hookeai.simulators.fetorch.structure hookeai.simulators.fetorch.structure.structure_mesh hookeai.simulators.fetorch.structure.structure_state hookeai.simulators.links hookeai.simulators.links.discretization hookeai.simulators.links.discretization.finite_element hookeai.simulators.links.links hookeai.simulators.links.models hookeai.simulators.links.models.interface hookeai.simulators.links.models.links_drucker_prager hookeai.simulators.links.models.links_elastic hookeai.simulators.links.models.links_lou hookeai.simulators.links.models.links_von_mises hookeai.simulators.links.utilities hookeai.simulators.links.utilities.links_dat_to_inp hookeai.simulators.links.utilities.links_data_to_adimu hookeai.simulators.links.utilities.links_nodedata_to_csv hookeai.simulators.links.utilities.links_out_to_dataset hookeai.simulators.links.utilities.links_plot_force_disp hookeai.simulators.links.utilities.links_plot_tfact hookeai.simulators.links.utilities.links_specimen_dirichlet hookeai.time_series_data hookeai.time_series_data.time_dataset hookeai.utilities hookeai.utilities.data_denoisers hookeai.utilities.data_loaders hookeai.utilities.data_scalers hookeai.utilities.fit_data_scalers hookeai.utilities.loss_functions hookeai.utilities.optimizers hookeai.utilities.output_prediction_metrics hookeai.utilities.prediction_metrics hookeai.utilities.type_conversion

modules() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) move_state_tensors_to_device() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7]

N

NadaiLudwikIHL (class in hookeai.simulators.fetorch.material.models.standard.hardening) named_buffers() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) named_children() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) named_modules() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

named_parameters() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) new_file_path_with_int() (in module hookeai.data_generation.spdg.patch) (in module hookeai.ioput.iostandard) (in module hookeai.simulators.links.links) nodes_disps_mesh_hist (SpecimenNumericalData attribute) NoiseGenerator (class in hookeai.data_generation.strain_paths.noise_generator) (class in hookeai.miscellaneous.noisy_data.inject_disp_noise_csv) num_chunks (GRUCell attribute) num_layers (GRU attribute), [1]

P

parameters() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) perform_model_prediction() (in module hookeai.miscellaneous.pruning.pruning_dataset) perform_model_standard_training() (in module hookeai.miscellaneous.pruning.pruning_dataset) perform_pruning_step() (in module hookeai.miscellaneous.pruning.pruning_dataset) pi_to_principal() (in module hookeai.miscellaneous.materials.plot_yield_surface) PiecewiseLinearIHL (class in hookeai.simulators.fetorch.material.models.standard.hardening) plot_best_parameters_convergence() (in module hookeai.model_architectures.procedures.convergence_plots) plot_best_parameters_convergence_uq() (in module hookeai.model_architectures.procedures.convergence_plots) plot_boxplots() (in module hookeai.data_generation.strain_paths.interface) (in module hookeai.ioput.plots) (in module hookeai.model_architectures.procedures.convergence_plots) plot_convexity_boundary() (LouZhangYoon class method), [1], [2], [3] (LouZhangYoon method), [1], [2], [3] plot_deformed_patch() (FiniteElementPatch method), [1] plot_disp_component_paths() (in module hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv) plot_histogram() (in module hookeai.data_generation.strain_paths.interface) (in module hookeai.ioput.plots) plot_histogram_2d() (in module hookeai.data_generation.strain_paths.interface) (in module hookeai.ioput.plots) plot_links_tfact_hist() (in module hookeai.simulators.links.utilities.links_plot_tfact) plot_material_response_path() (MaterialResponseDatasetGenerator class method), [1] (MaterialResponseDatasetGenerator method), [1] plot_model_parameters_history() (in module hookeai.model_architectures.procedures.model_training) plot_models_stress_prediction() (in module hookeai.miscellaneous.file_processing.plot_prediction_files) plot_optimization_history() (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_plots) (in module hookeai.model_architectures.rnn_base_model.optimization.plot_hyperparameter_optimization) plot_prediction_loss_convergence() (in module hookeai.model_architectures.procedures.convergence_plots) plot_prediction_loss_convergence_uq() (in module hookeai.model_architectures.procedures.convergence_plots) plot_prediction_metrics_convergence() (in module hookeai.utilities.output_prediction_metrics) plot_pruning_iterative_data() (in module hookeai.miscellaneous.pruning.pruning_dataset) plot_state_history() (MaterialResponseDatasetGenerator class method), [1] plot_strain_path() (ProportionalStrainPathGenerator static method), [1] (RandomStrainPathGenerator static method), [1] (StrainPathGenerator method), [1], [2], [3] (StrainPathGenerator static method), [1], [2], [3] plot_stress_space_metrics() (MaterialResponseDatasetGenerator class method), [1] (MaterialResponseDatasetGenerator method), [1]

plot_surface_xyz_data() (in module hookeai.ioput.plots) plot_time_series_convergence() (in module hookeai.model_architectures.procedures.convergence_plots) plot_time_series_convergence_uq() (in module hookeai.model_architectures.procedures.convergence_plots) plot_time_series_prediction() (in module hookeai.miscellaneous.file_processing.plot_prediction_files) (in module hookeai.model_architectures.procedures.convergence_plots) (in module hookeai.model_architectures.procedures.model_prediction) plot_training_loss_and_lr_history() (in module hookeai.model_architectures.procedures.model_training) plot_training_loss_history() (in module hookeai.model_architectures.procedures.model_training) plot_truth_vs_prediction() (in module hookeai.model_architectures.procedures.convergence_plots) (in module hookeai.model_architectures.procedures.model_prediction) plot_xny_data() (in module hookeai.ioput.plots) (in module hookeai.model_architectures.procedures.model_prediction) plot_xy2_data() (in module hookeai.ioput.plots) (in module hookeai.model_architectures.procedures.model_training) plot_xy_data() (in module hookeai.data_generation.strain_paths.interface) (in module hookeai.ioput.plots) (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.miscellaneous.materials.compare_hardening_laws) (in module hookeai.miscellaneous.materials.compare_material_models) (in module hookeai.miscellaneous.materials.plot_yield_surface) (in module hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv) (in module hookeai.miscellaneous.noisy_data.denoise_strain_paths) (in module hookeai.miscellaneous.other.function_discretizer) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.links.links) (in module hookeai.simulators.links.utilities.links_plot_force_disp) (in module hookeai.simulators.links.utilities.links_plot_tfact) (in module hookeai.utilities.data_denoisers) (in module hookeai.utilities.output_prediction_metrics) plot_xyz_data() (in module hookeai.ioput.plots) plot_yield_surface() (in module hookeai.miscellaneous.materials.plot_yield_surface) plot_yield_surface_pi_plane() (in module hookeai.miscellaneous.materials.plot_yield_surface) PolynomialLinearRegressor (class in hookeai.model_architectures.hybrid_base_model.model.transfer_learning) predict() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.train.cross_validation) (in module hookeai.model_architectures.rnn_base_model.train.training) preview_pruning_iterations() (in module hookeai.miscellaneous.pruning.pruning_dataset) ProportionalStrainPathGenerator (class in hookeai.data_generation.strain_paths.proportional_path) (class in hookeai.miscellaneous.other.export_strain_paths) prune_time_series_dataset() (in module hookeai.miscellaneous.pruning.pruning_dataset)

R

RandomStrainPathGenerator (class in hookeai.data_generation.strain_paths.random_path) (class in hookeai.miscellaneous.other.export_strain_paths) reaction_forces_mesh_hist (SpecimenNumericalData attribute) read_best_parameters_from_file() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.convergence_plots) (in module hookeai.model_architectures.rc_base_model.train.training) read_links_nodes_coords_mesh() (in module hookeai.simulators.links.utilities.links_specimen_dirichlet) read_links_simulation_results() (LinksSimulator method), [1], [2], [3] read_loss_history_from_file() (in module hookeai.model_architectures.procedures.model_training) read_lr_history_from_file() (in module hookeai.model_architectures.procedures.model_training) read_mean_metrics_results_file() (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.utilities.output_prediction_metrics) read_parameters_history_from_file() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.train.training) read_samples_loss_from_dir() (in module hookeai.miscellaneous.pruning.pruning_dataset) recurrent_material_state_update() (MaterialModelFinder method), [1], [2], [3] RecurrentConstitutiveModel (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.model_architectures.rc_base_model.predict.prediction) (class in hookeai.model_architectures.rc_base_model.train.training) (class in hookeai.simulators.fetorch.structure.structure_state) register_backward_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_buffer() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_forward_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_forward_pre_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_full_backward_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_full_backward_pre_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

register_load_state_dict_post_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_module() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_parameter() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) register_state_dict_pre_hook() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) remove_best_state_files() (in module hookeai.model_architectures.procedures.model_state_files) remove_dataset_samples() (TimeSeriesDatasetInMemory method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] remove_mesh_elements() (LinksSimulator class method), [1] (LinksSimulator method), [1] remove_posterior_optim_state_files() (in module hookeai.model_architectures.procedures.model_training) remove_posterior_state_files() (in module hookeai.model_architectures.procedures.model_state_files) requires_grad_() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) reset_parameters() (GRUCell method) rotation_angle_2d() (in module hookeai.data_generation.spdg.patch) rotation_tensor_from_euler_angles() (in module hookeai.data_generation.spdg.patch_generator) run_links_simulation() (LinksSimulator method), [1], [2], [3]

S

save_best_parameters() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.train.training) save_dataset() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.miscellaneous.dataset_processing.convert_dataset) (in module hookeai.miscellaneous.dataset_processing.convert_to_tsdataset) (in module hookeai.miscellaneous.dataset_processing.read_csv_response_dataset) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.simulators.links.utilities.links_out_to_dataset) (in module hookeai.time_series_data.time_dataset) save_figure() (in module hookeai.data_generation.strain_paths.interface) (in module hookeai.ioput.plots) (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.miscellaneous.materials.compare_hardening_laws) (in module hookeai.miscellaneous.materials.compare_material_models) (in module hookeai.miscellaneous.materials.plot_yield_surface) (in module hookeai.miscellaneous.noisy_data.denoise_disp_noise_csv) (in module hookeai.miscellaneous.other.function_discretizer) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.model_architectures.procedures.convergence_plots) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_plots) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.links.utilities.links_plot_force_disp) (in module hookeai.simulators.links.utilities.links_plot_tfact) (in module hookeai.utilities.output_prediction_metrics) save_loss_history() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.train.training) save_material_models_state() (in module hookeai.material_model_finder.train.training) save_model_init_file() (GRURNNModel method), [1], [2], [3], [4], [5], [6], [7] (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] save_model_state() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_state_files) (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.model.gru_model) (in module hookeai.model_architectures.rnn_base_model.train.training) save_parameters_history() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.train.training) save_sample_predictions() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) save_training_state() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.train.training) scale_tfact_hist() (in module hookeai.simulators.links.utilities.links_plot_tfact) scatter_xny_data() (in module hookeai.ioput.plots) scatter_xy_data() (in module hookeai.data_generation.strain_paths.interface) (in module hookeai.ioput.plots) (in module hookeai.model_architectures.procedures.convergence_plots) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_plots) seed_worker() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.train.training) (in module hookeai.utilities.data_loaders) set_data_scalers() (in module hookeai.model_architectures.procedures.model_data_scaling) (PolynomialLinearRegressor method), [1] set_dataset_basename() (TimeSeriesDataset method), [1], [2], [3], [4], [5], [6], [7] set_default_pruning_parameters() (in module hookeai.miscellaneous.pruning.pruning_dataset) set_device() (BatchedElasticModel method), [1], [2], [3] (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (DruckerPrager method), [1], [2], [3] (DruckerPragerVMAP method), [1], [2] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12] (ElementType method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (FEHexa20 method) (FEHexa8 method) (FEQuad4 method) (FEQuad8 method) (FETetra10 method) (FETetra4 method) (FETri3 method) (FETri6 method) (GRURNNModel method), [1], [2], [3], [4], [5], [6], [7] (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (LouZhangYoon method), [1], [2], [3] (LouZhangYoonVMAP method), [1], [2] (MaterialModelFinder method), [1], [2], [3] (PolynomialLinearRegressor method), [1] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] (TorchStandardScaler method), [1], [2], [3], [4], [5] (VolDevCompositionModel method), [1] (VonMises method), [1], [2], [3] (VonMisesMixed method), [1], [2] (VonMisesMixedVMAP method), [1] (VonMisesVMAP method), [1], [2] set_extra_state() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

set_fitted_data_scalers() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.model_architectures.procedures.model_data_scaling) set_fitted_force_data_scalers() (MaterialModelFinder method), [1], [2], [3] set_hybridized_model() (in module hookeai.model_architectures.hybrid_base_model.model.hybridized_model) set_material_models_fitted_data_scalers() (MaterialModelFinder method), [1], [2], [3] set_maximum() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] set_mean() (TorchStandardScaler method), [1], [2], [3], [4], [5] set_mean_and_std() (TorchStandardScaler method), [1], [2], [3], [4], [5] set_minimum() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] set_minimum_and_maximum() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] set_noise_distribution() (NoiseGenerator method), [1], [2], [3] set_noise_parameters() (NoiseGenerator method), [1], [2], [3] set_parameter_in_dict() (in module hookeai.material_model_finder.utilities.torch_parameters) set_prediction_metrics_dir() (in module hookeai.utilities.output_prediction_metrics) set_pruning_iter_dir() (in module hookeai.miscellaneous.pruning.pruning_dataset) set_pruning_step_dir() (in module hookeai.miscellaneous.pruning.pruning_dataset) set_specimen_data() (MaterialModelFinder method), [1] (SpecimenNumericalData method), [1] set_specimen_mesh() (SpecimenNumericalData method), [1] set_std() (TorchStandardScaler method), [1], [2], [3], [4], [5] setup_pruning_dirs() (in module hookeai.miscellaneous.pruning.pruning_dataset) share_memory() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) specimen_mesh (SpecimenNumericalData attribute) SpecimenNumericalData (class in hookeai.material_model_finder.data.specimen_data) split_dataset() (in module hookeai.miscellaneous.dataset_processing.read_csv_response_dataset) (in module hookeai.miscellaneous.dataset_processing.tsdataset_splitter) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.time_series_data.time_dataset) state_dict() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) state_init() (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (DruckerPrager method), [1], [2], [3], [4], [5], [6], [7] (DruckerPragerVMAP method), [1], [2], [3], [4], [5] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25] (LouZhangYoon method), [1], [2], [3], [4], [5], [6], [7] (LouZhangYoonVMAP method), [1], [2], [3], [4], [5] (VonMises method), [1], [2], [3], [4], [5], [6], [7] (VonMisesMixed method), [1], [2], [3], [4], [5] (VonMisesMixedVMAP method), [1], [2], [3] (VonMisesVMAP method), [1], [2], [3], [4], [5] state_update() (ConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19] (DruckerPrager method), [1], [2], [3], [4], [5], [6], [7] (DruckerPragerVMAP method), [1], [2], [3], [4], [5] (Elastic method), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25] (LouZhangYoon method), [1], [2], [3], [4], [5], [6], [7] (LouZhangYoonVMAP method), [1], [2], [3], [4], [5] (VonMises method), [1], [2], [3], [4], [5], [6], [7] (VonMisesMixed method), [1], [2], [3], [4], [5] (VonMisesMixedVMAP method), [1], [2], [3] (VonMisesVMAP method), [1], [2], [3], [4], [5] store_dirichlet_sets_reaction_hist() (MaterialModelFinder method), [1], [2], [3], [4], [5] store_force_equilibrium_loss_components_hist() (MaterialModelFinder method), [1], [2], [3] store_stress_comps() (in module hookeai.model_architectures.materials.stress_features) store_tensor_comps() (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] (MaterialResponseDatasetGenerator class method), [1] (MaterialResponseDatasetGenerator method), [1] (RecurrentConstitutiveModel class method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3] StrainPathGenerator (class in hookeai.data_generation.strain_paths.interface) (class in hookeai.data_generation.strain_paths.proportional_path) (class in hookeai.data_generation.strain_paths.random_path) (class in hookeai.miscellaneous.materials.compare_material_models) StructureMaterialState (class in hookeai.simulators.fetorch.structure.structure_state) StructureMesh (class in hookeai.material_model_finder.data.specimen_data) (class in hookeai.simulators.fetorch.structure.structure_mesh) sum_dataset_features() (in module hookeai.time_series_data.time_dataset) sync_material_model_parameters() (HybridModel method), [1], [2], [3], [4], [5], [6], [7], [8], [9] (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7]

T

tex_str() (in module hookeai.ioput.plots) time_collator() (in module hookeai.time_series_data.time_dataset) time_hist (SpecimenNumericalData attribute) TimeSeriesDataset (class in hookeai.miscellaneous.dataset_processing.convert_to_tsdataset) (class in hookeai.model_architectures.materials.strain_features) (class in hookeai.model_architectures.materials.stress_features) (class in hookeai.time_series_data.time_dataset) TimeSeriesDatasetInMemory (class in hookeai.material_model_finder.model.material_discovery) (class in hookeai.miscellaneous.dataset_processing.convert_dataset) (class in hookeai.miscellaneous.dataset_processing.convert_to_tsdataset) (class in hookeai.miscellaneous.noisy_data.denoise_strain_paths) (class in hookeai.miscellaneous.pruning.pruning_dataset) (class in hookeai.simulators.links.utilities.links_out_to_dataset) (class in hookeai.time_series_data.time_dataset) to() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) to_empty() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) torch_interp() (in module hookeai.simulators.fetorch.material.models.standard.hardening)

TorchMinMaxScaler (class in hookeai.material_model_finder.model.material_discovery) (class in hookeai.model_architectures.procedures.model_data_scaling) (class in hookeai.utilities.data_scalers) (class in hookeai.utilities.fit_data_scalers) TorchStandardScaler (class in hookeai.model_architectures.procedures.model_data_scaling) (class in hookeai.utilities.data_scalers) (class in hookeai.utilities.fit_data_scalers) train() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method) train_model() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.model_architectures.rnn_base_model.train.cross_validation) (in module hookeai.model_architectures.rnn_base_model.train.training) transform() (TorchMinMaxScaler method), [1], [2], [3], [4], [5], [6], [7] (TorchStandardScaler method), [1], [2], [3], [4], [5] transform_parameter() (RecurrentConstitutiveModel method), [1], [2], [3], [4], [5], [6], [7] type() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

U

uniform_grid_quadrature() (in module hookeai.simulators.fetorch.element.type.quadratures) update_adimu_mesh_hist_data_files_dirichlet() (in module hookeai.simulators.links.utilities.links_data_to_adimu) update_converged_elements_state() (StructureMaterialState method), [1] update_dataset_file_internal_directory() (TimeSeriesDataset method), [1], [2], [3] (TimeSeriesDataset static method), [1], [2], [3]

update_dataset_sample() (TimeSeriesDataset method), [1], [2], [3], [4], [5], [6], [7] update_element_state() (StructureMaterialState method), [1] update_material_models_device() (StructureMaterialState method), [1] update_mesh_configuration() (StructureMesh method), [1], [2], [3] update_specimen_mesh_configuration() (SpecimenNumericalData method), [1]

V

vassemble_internal_forces() (MaterialModelFinder method), [1], [2], [3] vbuild_discrete_gradient() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.derivatives.gradients) vbuild_discrete_sym_gradient() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.derivatives.gradients) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) vbuild_internal_forces_mesh_hist() (MaterialModelFinder method), [1], [2], [3] vbuild_tensor_from_comps() (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] (RecurrentConstitutiveModel class method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3] vcompute_element_internal_forces_hist() (MaterialModelFinder method), [1], [2], [3] vcompute_element_vol_grad_hist() (MaterialModelFinder method), [1], [2], [3] vcompute_elements_internal_forces_hist() (MaterialModelFinder method), [1], [2], [3] vcompute_local_dev_sym_gradient() (MaterialModelFinder method), [1], [2], [3] vcompute_local_gradient() (MaterialModelFinder method), [1], [2], [3] vcompute_local_internal_forces() (MaterialModelFinder method), [1], [2], [3] vcompute_local_internal_forces_hist() (MaterialModelFinder method), [1], [2], [3] vcompute_local_strain() (MaterialModelFinder method), [1], [2], [3] vcompute_local_strain_vbar() (MaterialModelFinder method), [1], [2], [3] vcompute_local_vol_grad_operator_hist() (MaterialModelFinder method), [1], [2], [3] vcompute_local_vol_sym_gradient() (MaterialModelFinder method), [1], [2], [3] vexpand_grad_operator_sym_2d_to_3d() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.derivatives.gradients) vforce_equilibrium_hist_loss() (MaterialModelFinder method), [1], [2], [3] vforce_equilibrium_loss() (MaterialModelFinder method), [1], [2], [3] vforward_sequential_element() (MaterialModelFinder method), [1], [2], [3] vget_state_2Dmf_from_3Dmf() (in module hookeai.model_architectures.hybrid_base_model.model.hybridized_layers) (in module hookeai.model_architectures.hybrid_base_model.model.transfer_learning) (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.elastic) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.simulators.fetorch.math.matrixops) vget_state_3Dmf_from_2Dmf() (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.elastic) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.simulators.fetorch.math.matrixops)

vget_strain_from_vmf() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) (in module hookeai.simulators.fetorch.math.voigt_notation) vget_stress_vmf() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) (in module hookeai.simulators.fetorch.math.voigt_notation) vget_tensor_from_mf() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.model_architectures.rc_base_model.model.recurrent_model) (in module hookeai.simulators.fetorch.element.integrations.internal_forces) (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.simulators.fetorch.math.matrixops) vget_tensor_mf() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.material.models.standard.drucker_prager) (in module hookeai.simulators.fetorch.material.models.standard.elastic) (in module hookeai.simulators.fetorch.material.models.standard.lou) (in module hookeai.simulators.fetorch.material.models.standard.von_mises) (in module hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (in module hookeai.simulators.fetorch.material.models.vmap.drucker_prager) (in module hookeai.simulators.fetorch.material.models.vmap.lou) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises) (in module hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) (in module hookeai.simulators.fetorch.math.matrixops) VolDevCompositionModel (class in hookeai.model_architectures.hybrid_base_model.model.hybridized_layers) VonMises (class in hookeai.miscellaneous.materials.compare_material_models) (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.standard.von_mises) (class in hookeai.simulators.fetorch.structure.structure_state) VonMisesMixed (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.standard.von_mises_mixed) (class in hookeai.simulators.fetorch.structure.structure_state) VonMisesMixedVMAP (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.vmap.von_mises_mixed) VonMisesVMAP (class in hookeai.miscellaneous.materials.compare_material_models) (class in hookeai.model_architectures.rc_base_model.model.recurrent_model) (class in hookeai.simulators.fetorch.material.models.vmap.von_mises) vrecurrent_material_state_update() (MaterialModelFinder method), [1], [2], [3] vreduce_grad_operator_sym_3d_to_2d() (in module hookeai.material_model_finder.model.material_discovery) (in module hookeai.simulators.fetorch.element.derivatives.gradients) vstore_tensor_comps() (MaterialModelFinder class method), [1] (MaterialModelFinder method), [1] (RecurrentConstitutiveModel class method), [1], [2], [3] (RecurrentConstitutiveModel method), [1], [2], [3]

W

w_hh (GRUCell attribute) w_ih (GRUCell attribute) write_adimu_mesh_data_file() (in module hookeai.simulators.links.utilities.links_data_to_adimu) write_adimu_mesh_hist_data_files() (in module hookeai.simulators.links.utilities.links_data_to_adimu) write_cross_validation_summary_file() (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.model_architectures.rnn_base_model.train.cross_validation) write_links_dirichlet_bc_file() (in module hookeai.simulators.links.utilities.links_specimen_dirichlet) write_mean_metrics_results_file() (in module hookeai.utilities.output_prediction_metrics) write_prediction_summary_file() (in module hookeai.model_architectures.hybrid_base_model.predict.prediction) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.rc_base_model.predict.prediction) (in module hookeai.model_architectures.rnn_base_model.predict.prediction)

write_summary_file() (in module hookeai.ioput.iostandard) (in module hookeai.miscellaneous.pruning.pruning_dataset) (in module hookeai.model_architectures.procedures.model_prediction) (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization) (in module hookeai.model_architectures.rnn_base_model.optimization.hydra_optimization_template) (in module hookeai.time_series_data.time_dataset) write_time_series_dataset_summary_file() (in module hookeai.time_series_data.time_dataset) write_training_summary_file() (in module hookeai.material_model_finder.train.training) (in module hookeai.model_architectures.hybrid_base_model.train.training) (in module hookeai.model_architectures.procedures.model_training) (in module hookeai.model_architectures.rc_base_model.train.training) (in module hookeai.model_architectures.rnn_base_model.train.training)

X

xpu() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)

Y

yf_drucker_prager() (in module hookeai.miscellaneous.materials.plot_yield_surface) yf_lou_zhang_yoon() (in module hookeai.miscellaneous.materials.plot_yield_surface)

yf_von_mises() (in module hookeai.miscellaneous.materials.plot_yield_surface) yield_function() (in module hookeai.miscellaneous.materials.plot_yield_surface)

Z

zero_grad() (BatchedElasticModel method), [1] (GRU method), [1] (GRUCell method) (GRURNNModel method), [1], [2], [3] (HMAdditive method) (HMIdentity method) (HybridizationModel method), [1] (HybridModel method), [1], [2], [3], [4] (MaterialModelFinder method), [1] (MeanRelativeErrorLoss method) (PolynomialLinearRegressor method) (RecurrentConstitutiveModel method), [1], [2], [3] (StructureMaterialState method) (VolDevCompositionModel method)