Index

_

_points (models.pinn.boundary_condition.BoundaryCondition attribute)

A

add_nested_field() (utils.Metadata.Metadata method)

add_repeating_block() (utils.Metadata.Metadata method) ae_q() (evaluators.regression_evaluator.RegressionEvaluator method)

B

BaseDataset (class in data.dataset) bc_data_loss() (models.pinn.pinn.OldPINN method) (models.pinn.pinn.PINN method)

BoundaryCondition (class in models.pinn.boundary_condition)

C

ChebyLayer (class in models.KANupm_v4) ChebyLayer_ant (class in models.KANupm_v4) (class in models.KANupm_v4_1) (class in models.KANupm_v4_2) (class in models.KANupm_v6_1) (class in models.KANupm_v8) ChebyLayer_v2 (class in models.KANupm_v4) (class in models.KANupm_v4_1) (class in models.KANupm_v4_2) (class in models.KANupm_v6_1) (class in models.KANupm_v8) ChebyLayer_v3 (class in models.KANupm_v4_1) (class in models.KANupm_v4_2) (class in models.KANupm_v6_1) (class in models.KANupm_v8)

ChebyshevLayer (class in models.KAN_v4_1) compute_loss() (models.pinn.pinn.OldPINN method) (models.pinn.pinn.PINN method) count_datasets() (data.HDF5Reader.HDF5Reader method) count_trainable_params() (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method) create_directory() (utils.path_manager.PathManager static method) create_optimized_model() (models.KAN_v4_1.KAN class method) (models.mlp.MLP class method) (models.model_interface.Model class method) (models.pinn.simple_mlp.Net class method)

D

data module data.dataset module data.HDF5Reader module data.TorchReader module

data.VTUReader module decode() (models.VAE.VAE method) define_checkpoint() (models.KANSINupm_v1.KANSIN method) (models.KANupm_v8.KANupm method) device (models.pinn.pinn.OldPINN attribute) (models.pinn.pinn.PINN attribute)

E

ejemplo_pipeline module ejemplo_pipeline_kan module ejemplo_pipeline_mlp module ELM (class in models.elm) encode() (models.VAE.VAE method) evaluate() (pipeline.Pipeline method) (pipeline_study.Pipeline method) Evaluator (class in evaluators.evaluator) evaluators module

evaluators.evaluator module evaluators.regression_evaluator module evaluators.regression_evaluator_plotter module exam() (models.KANupm_v4.KANupm method) (models.KANupm_v4_1.KANupm method) (models.KANupm_v4_2.KANupm method) (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method)

F

fit() (models.elm.ELM method) (models.elm.LocELM method) (models.KAN_v4_1.KAN method) (models.KANupm_v4.KANupm method) (models.KANupm_v4_1.KANupm method) (models.KANupm_v4_2.KANupm method) (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method) (models.mlp.MLP method) (models.model_interface.Model method) (models.pinn.pinn.PINN method) (models.pinn.simple_mlp.Net method) fit_scored() (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method) forward() (models.KAN_v4_1.ChebyshevLayer method) (models.KAN_v4_1.JacobiLayer method) (models.KAN_v4_1.KAN method) (models.KAN_v4_1.TaylorLayer method) (models.KANSINupm_v1.SineLayer method) (models.KANupm_v4.ChebyLayer method) (models.KANupm_v4.ChebyLayer_ant method) (models.KANupm_v4.ChebyLayer_v2 method) (models.KANupm_v4.JacobiLayer method) (models.KANupm_v4.KANupm method) (models.KANupm_v4.TaylorLayer method) (models.KANupm_v4_1.ChebyLayer_ant method) (models.KANupm_v4_1.ChebyLayer_v2 method) (models.KANupm_v4_1.ChebyLayer_v3 method) (models.KANupm_v4_1.JacobiLayer method) (models.KANupm_v4_1.KANupm method) (models.KANupm_v4_1.TaylorLayer method) (models.KANupm_v4_2.ChebyLayer_ant method) (models.KANupm_v4_2.ChebyLayer_v2 method) (models.KANupm_v4_2.ChebyLayer_v3 method) (models.KANupm_v4_2.JacobiLayer method) (models.KANupm_v4_2.KANupm method) (models.KANupm_v4_2.TaylorLayer method) (models.KANupm_v6_1.ChebyLayer_ant method) (models.KANupm_v6_1.ChebyLayer_v2 method) (models.KANupm_v6_1.ChebyLayer_v3 method) (models.KANupm_v6_1.JacobiLayer method) (models.KANupm_v6_1.KANupm method) (models.KANupm_v6_1.TaylorLayer method) (models.KANupm_v6_1.WeightedMSELoss method) (models.KANupm_v8.ChebyLayer_ant method) (models.KANupm_v8.ChebyLayer_v2 method) (models.KANupm_v8.ChebyLayer_v3 method) (models.KANupm_v8.JacobiLayer method) (models.KANupm_v8.KANupm method) (models.KANupm_v8.NormPLoss method) (models.KANupm_v8.SineLayer method) (models.KANupm_v8.StatisticalLoss method) (models.KANupm_v8.TaylorLayer method) (models.mlp.MLP method) (models.pinn.piratenet.PirateNet method) (models.pinn.piratenet.PirateNetBlock method) (models.pinn.simple_mlp.Net method) (models.VAE.VAE method)

G

generate_next_model_name() (utils.Metadata.Metadata method) get_cell_data() (data.VTUReader.VTUReader method) get_centers_coordinates() (data.VTUReader.VTUReader method)

get_data_names() (data.VTUReader.VTUReader method) get_groupID() (data.VTUReader.VTUReader method) get_weights() (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method)

H

HDF5Dataset (class in data.HDF5Reader)

HDF5Reader (class in data.HDF5Reader)

I

init_weights() (models.KANSINupm_v1.SineLayer method) (models.KANupm_v8.SineLayer method)

initialize_last_layer() (models.pinn.piratenet.PirateNet method) initialize_weights() (models.pinn.piratenet.PirateNet method) isscaled (data.dataset.BaseDataset property)

J

JacobiLayer (class in models.KAN_v4_1) (class in models.KANupm_v4) (class in models.KANupm_v4_1) (class in models.KANupm_v4_2) (class in models.KANupm_v6_1) (class in models.KANupm_v8)

K

KAN (class in models.KAN_v4_1) KANSIN (class in models.KANSINupm_v1) KANupm (class in models.KANupm_v4) (class in models.KANupm_v4_1) (class in models.KANupm_v4_2) (class in models.KANupm_v6_1) (class in models.KANupm_v8)

L

l2_error() (evaluators.regression_evaluator.RegressionEvaluator method) lift_drag_coeff() (in module utils.aerodynamics) load() (models.KAN_v4_1.KAN class method) (models.KANupm_v4.KANupm class method) (models.KANupm_v4_1.KANupm class method) (models.KANupm_v4_2.KANupm class method) (models.KANupm_v6_1.KANupm class method) (models.KANupm_v8.KANupm class method) (models.mlp.MLP class method) (models.model_interface.Model class method) (models.pinn.pinn.PINN class method) (models.pinn.simple_mlp.Net static method)

load_data_to_tensor() (data.HDF5Reader.HDF5Reader method) load_mesh() (data.VTUReader.VTUDataset method) LocELM (class in models.elm) loss() (models.pinn.boundary_condition.BoundaryCondition method) loss_function() (models.VAE.VAE method)

M

MakeDataset_kan (class in models.KANupm_v4) (class in models.KANupm_v4_1) (class in models.KANupm_v4_2) (class in models.KANupm_v6_1) (class in models.KANupm_v8) MakeDatasetScored_kan (class in models.KANupm_v6_1) (class in models.KANupm_v8) MakeDatasetScored_kan_ant (class in models.KANupm_v8) mean_absolute_error() (evaluators.regression_evaluator.RegressionEvaluator method) mean_relative_error() (evaluators.regression_evaluator.RegressionEvaluator method) mean_squared_error() (evaluators.regression_evaluator.RegressionEvaluator method) Metadata (class in utils.Metadata) MLP (class in models.mlp) Model (class in models.model_interface) model (models.pinn.pinn.OldPINN attribute) (models.pinn.pinn.PINN attribute) (pipeline.Pipeline property) (pipeline_study.Pipeline property) models module models.elm module models.KAN_v4_1 module models.KANSINupm_v1 module models.KANupm_v4 module models.KANupm_v4_1 module models.KANupm_v4_2 module models.KANupm_v6_1 module models.KANupm_v8 module models.mlp module models.model_interface module models.pinn module models.pinn.boundary_condition module models.pinn.pinn module models.pinn.piratenet module models.pinn.simple_mlp module

models.VAE module module data data.dataset data.HDF5Reader data.TorchReader data.VTUReader ejemplo_pipeline ejemplo_pipeline_kan ejemplo_pipeline_mlp evaluators evaluators.evaluator evaluators.regression_evaluator evaluators.regression_evaluator_plotter models models.elm models.KAN_v4_1 models.KANSINupm_v1 models.KANupm_v4 models.KANupm_v4_1 models.KANupm_v4_2 models.KANupm_v6_1 models.KANupm_v8 models.mlp models.model_interface models.pinn models.pinn.boundary_condition models.pinn.pinn models.pinn.piratenet models.pinn.simple_mlp models.VAE optimization optimization.optimizer_interface optimization.optuna_base_optimizer pipeline pipeline_study plotting plotting.metrics_study plotting.plot_2d_mesh plotting.plotter plotting.true_vs_pred_plot utils utils.aerodynamics utils.Metadata utils.path_manager utils.setseed utils.zone_metrics

N

Net (class in models.pinn.simple_mlp)

NormPLoss (class in models.KANupm_v8)

O

OldPINN (class in models.pinn.pinn) optim_params (in module ejemplo_pipeline_kan) (in module ejemplo_pipeline_mlp) optimization module optimization.optimizer_interface module

optimization.optuna_base_optimizer module optimization_params (optimization.optuna_base_optimizer.OptunaBaseOptimizer property) optimize() (optimization.optimizer_interface.OptunaOptimizer method) (optimization.optuna_base_optimizer.OptunaBaseOptimizer method) OptunaBaseOptimizer (class in optimization.optuna_base_optimizer) OptunaOptimizer (class in optimization.optimizer_interface)

P

PathManager (class in utils.path_manager) pde_loss() (models.pinn.pinn.OldPINN method) (models.pinn.pinn.PINN method) PINN (class in models.pinn.pinn) pipeline module Pipeline (class in pipeline) (class in pipeline_study) pipeline_study module PirateNet (class in models.pinn.piratenet) PirateNetBlock (class in models.pinn.piratenet) plot() (plotting.plotter.Plotter method) (plotting.true_vs_pred_plot.TrueVsPredPlotter method) plot_mesh_2d() (in module plotting.plot_2d_mesh) plot_mesh_3d_interactive() (in module plotting.plot_2d_mesh) plot_structure() (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method) plot_training_logs() (models.pinn.pinn.OldPINN method) (models.pinn.pinn.PINN method) Plotter (class in plotting.plotter) plotting module plotting.metrics_study module

plotting.plot_2d_mesh module plotting.plotter module plotting.true_vs_pred_plot module points (models.pinn.boundary_condition.BoundaryCondition property) predict() (models.KAN_v4_1.KAN method) (models.KANupm_v4.KANupm method) (models.KANupm_v4_1.KANupm method) (models.KANupm_v4_2.KANupm method) (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method) (models.mlp.MLP method) (models.model_interface.Model method) (models.pinn.pinn.PINN method) (models.pinn.simple_mlp.Net method) print_hours() (models.KANupm_v4_1.KANupm method) (models.KANupm_v4_2.KANupm method) (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method) print_metrics() (evaluators.evaluator.Evaluator method) (evaluators.regression_evaluator.RegressionEvaluator method) process_data() (data.dataset.BaseDataset method)

R

R2() (evaluators.regression_evaluator.RegressionEvaluator method) RegressionEvaluator (class in evaluators.regression_evaluator) RegressionEvaluatorPlotter (class in evaluators.regression_evaluator_plotter) reparameterize() (models.VAE.VAE method) rescale_data() (data.dataset.BaseDataset method) (data.TorchReader.TorchDataset method)

rescale_x() (data.dataset.BaseDataset method) rescale_y() (data.dataset.BaseDataset method) run() (pipeline.Pipeline method) (pipeline_study.Pipeline method)

S

sample() (models.VAE.VAE method) save() (models.KAN_v4_1.KAN method) (models.KANupm_v4.KANupm method) (models.KANupm_v4_1.KANupm method) (models.KANupm_v4_2.KANupm method) (models.KANupm_v6_1.KANupm method) (models.KANupm_v8.KANupm method) (models.mlp.MLP method) (models.model_interface.Model method) (models.pinn.pinn.PINN method) (models.pinn.simple_mlp.Net method)

save_to_csv() (utils.Metadata.Metadata method) scale_data() (data.dataset.BaseDataset method) (data.TorchReader.TorchDataset method) set_field() (utils.Metadata.Metadata method) set_seed() (in module utils.setseed) SineLayer (class in models.KANSINupm_v1) (class in models.KANupm_v8) StatisticalLoss (class in models.KANupm_v8)

T

TaylorLayer (class in models.KAN_v4_1) (class in models.KANupm_v4) (class in models.KANupm_v4_1) (class in models.KANupm_v4_2) (class in models.KANupm_v6_1) (class in models.KANupm_v8)

tolerance (evaluators.regression_evaluator.RegressionEvaluator property) TorchDataset (class in data.TorchReader) train_model() (models.pinn.pinn.OldPINN method) TrueVsPredPlotter (class in plotting.true_vs_pred_plot)

U

utils module utils.aerodynamics module utils.Metadata module

utils.path_manager module utils.setseed module utils.zone_metrics module

V

VAE (class in models.VAE)

VTUDataset (class in data.VTUReader) VTUReader (class in data.VTUReader)

W

WeightedMSELoss (class in models.KANupm_v6_1)

Z

zone_metrics_calculation() (in module utils.zone_metrics)

zone_metrics_plotter() (in module utils.zone_metrics)