Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W A AbstractProblem (class in pina.problem.abstract_problem) AdaptiveActivationFunctionInterface (class in pina.adaptive_functions.adaptive_func_interface) AdaptiveCELU (class in pina.adaptive_functions.adaptive_func) AdaptiveELU (class in pina.adaptive_functions.adaptive_func) AdaptiveExp (class in pina.adaptive_functions.adaptive_func) AdaptiveGELU (class in pina.adaptive_functions.adaptive_func) AdaptiveMish (class in pina.adaptive_functions.adaptive_func) AdaptiveReLU (class in pina.adaptive_functions.adaptive_func) AdaptiveSigmoid (class in pina.adaptive_functions.adaptive_func) AdaptiveSiLU (class in pina.adaptive_functions.adaptive_func) AdaptiveSIREN (class in pina.adaptive_functions.adaptive_func) AdaptiveSoftmax (class in pina.adaptive_functions.adaptive_func) AdaptiveSoftmin (class in pina.adaptive_functions.adaptive_func) AdaptiveTanh (class in pina.adaptive_functions.adaptive_func) add_points() (AbstractProblem method) advection() (in module pina.operators) aggregator (MIONet property) alpha (AdaptiveActivationFunctionInterface property) append() (LabelTensor method) AveragingNeuralOperator (class in pina.model.avno) B basis (PODBlock property) basis() (Spline method) beta (AdaptiveActivationFunctionInterface property) branch_net (DeepONet property) build() (RBFBlock static method) C CausalPINN (class in pina.solvers.pinns.causalpinn) clone() (LabelTensor method) CompetitivePINN (class in pina.solvers.pinns.competitive_pinn) compute_residual() (PINNInterface method) Condition (class in pina.condition) conditions (AbstractProblem property) configure_optimizers() (CompetitivePINN method) (GAROM method) (PINN method) (SAPINN method) (SolverInterface method) (SupervisedSolver method) cpu() (LabelTensor method) cuda() (LabelTensor method) current_condition_name (PINNInterface property) D DeepONet (class in pina.model.deeponet) degree (RBFBlock property) detach() (LabelTensor method) Difference (class in pina.geometry.difference_domain) dim (OrthogonalBlock property) discretise_domain() (AbstractProblem method) discriminator (CompetitivePINN property) div() (in module pina.operators) domain (AbstractProblem property) E eps (CausalPINN property) epsilon (RBFBlock property) Equation (class in pina.equation.equation) EquationInterface (class in pina.equation.equation_interface) Exclusion (class in pina.geometry.exclusion_domain) expand() (PODBlock method) extract() (LabelTensor method) F FeedForward (class in pina.model.feed_forward) fit() (PODBlock method) (RBFBlock method) FixedFlux (class in pina.equation.equation_factory) FixedGradient (class in pina.equation.equation_factory) FixedValue (class in pina.equation.equation_factory) FNO (class in pina.model.fno) forward() (AdaptiveActivationFunctionInterface method) (AveragingNeuralOperator method) (CompetitivePINN method) (DeepONet method) (FeedForward method) (FNO method) (FourierBlock1D method) (FourierBlock2D method) (FourierBlock3D method) (FourierFeatureEmbedding method) (FourierIntegralKernel method) (GAROM method) (KernelNeuralOperator method) (LossInterface method) (LowRankNeuralOperator method) (LpLoss method) (MIONet method) (Network method) (OrthogonalBlock method) (PeriodicBoundaryEmbedding method) (PINN method) (PODBlock method) (PowerLoss method) (RBFBlock method) (ReducedOrderModelSolver method) (ResidualBlock method) (ResidualFeedForward method) (SAPINN method) (SolverInterface method) (SpectralConvBlock1D method) (SpectralConvBlock2D method) (SpectralConvBlock3D method) (Spline method) (SupervisedSolver method) forward_map() (Network method) FourierBlock1D (class in pina.model.layers.fourier) FourierBlock2D (class in pina.model.layers.fourier) FourierBlock3D (class in pina.model.layers.fourier) FourierFeatureEmbedding (class in pina.model.layers.embedding) FourierIntegralKernel (class in pina.model.fno) func (AdaptiveActivationFunctionInterface property) G gamma (AdaptiveActivationFunctionInterface property) GAROM (class in pina.solvers.garom) geometries (OperationInterface property) get_metrics() (PINAProgressBar method) GPINN (class in pina.solvers.pinns.gpinn) grad() (in module pina.operators) H have_sampled_points (AbstractProblem property) I indeces_variables_extracted (MIONet property) input_variables (AbstractProblem property) integral_kernels (KernelNeuralOperator property) Intersection (class in pina.geometry.intersection_domain) is_inside() (Difference method) (Exclusion method) (Intersection method) (Location method) (OperationInterface method) (Union method) K kernel (RBFBlock property) kernel_matrix() (RBFBlock static method) kernel_vector() (RBFBlock static method) KernelNeuralOperator (class in pina.model.base_no) L labels (LabelTensor property) LabelTensor (class in pina.label_tensor) Laplace (class in pina.equation.equation_factory) laplacian() (in module pina.operators) lifting_operator (KernelNeuralOperator property) Location (class in pina.geometry.location) loss (PINNInterface property) (SupervisedSolver property) loss_data() (CompetitivePINN method) (PINNInterface method) (ReducedOrderModelSolver method) (SAPINN method) (SupervisedSolver method) loss_phys() (CausalPINN method) (CompetitivePINN method) (GPINN method) (PINN method) (PINNInterface method) (RBAPINN method) (SAPINN method) LossInterface (class in pina.loss) LowRankNeuralOperator (class in pina.model.lno) LpLoss (class in pina.loss) M metrics (MetricTracker property) MetricTracker (class in pina.callbacks.processing_callbacks) MIONet (class in pina.model.deeponet) model (MIONet property) models (SolverInterface property) module pina.adaptive_functions.adaptive_func_interface pina.geometry.cartesian pina.geometry.difference_domain pina.geometry.ellipsoid pina.geometry.exclusion_domain pina.geometry.intersection_domain pina.geometry.location pina.geometry.operation_interface pina.geometry.simplex pina.geometry.union_domain pina.loss pina.model.network pina.operators pina.problem.abstract_problem pina.problem.parametric_problem pina.problem.spatial_problem pina.problem.timedep_problem pina.trainer monomial_powers() (RBFBlock static method) MultiFeedForward (class in pina.model.multi_feed_forward) N Network (class in pina.model.network) neural_net (CompetitivePINN property) (PINN property) (ReducedOrderModelSolver property) (SAPINN property) (SupervisedSolver property) not_sampled_points (AbstractProblem property) O on_fit_start() (PINAProgressBar method) on_load_checkpoint() (SAPINN method) on_train_batch_end() (CompetitivePINN method) (SAPINN method) on_train_epoch_end() (MetricTracker method) (R3Refinement method) on_train_epoch_start() (SwitchOptimizer method) on_train_start() (R3Refinement method) (SAPINN method) (SolverInterface method) OperationInterface (class in pina.geometry.operation_interface) optimizer_discriminator (CompetitivePINN property) optimizer_model (CompetitivePINN property) (SAPINN property) optimizer_weights (SAPINN property) optimizers (SolverInterface property) OrthogonalBlock (class in pina.model.layers.orthogonal) output_variables (AbstractProblem property) P parameter_domain() (ParametricProblem method) parameters (ParametricProblem property) ParametricProblem (class in pina.problem.parametric_problem) period (PeriodicBoundaryEmbedding property) PeriodicBoundaryEmbedding (class in pina.model.layers.embedding) pina.adaptive_functions.adaptive_func_interface module pina.geometry.cartesian module pina.geometry.difference_domain module pina.geometry.ellipsoid module pina.geometry.exclusion_domain module pina.geometry.intersection_domain module pina.geometry.location module pina.geometry.operation_interface module pina.geometry.simplex module pina.geometry.union_domain module pina.loss module pina.model.network module pina.operators module pina.problem.abstract_problem module pina.problem.parametric_problem module pina.problem.spatial_problem module pina.problem.timedep_problem module pina.trainer module PINAProgressBar (class in pina.callbacks.processing_callbacks) PINN (class in pina.solvers.pinns.pinn) PINNInterface (class in pina.solvers.pinns.basepinn) PODBlock (class in pina.model.layers.pod) polynomial_matrix() (RBFBlock static method) PowerLoss (class in pina.loss) problem (SolverInterface property) projection_operator (KernelNeuralOperator property) R R3Refinement (class in pina.callbacks.adaptive_refinment_callbacks) rank (PODBlock property) RBAPINN (class in pina.solvers.pinns.rbapinn) RBFBlock (class in pina.model.layers.rbf_layer) reduce() (PODBlock method) ReducedOrderModelSolver (class in pina.solvers.rom) reduction (MIONet property) requires_grad (OrthogonalBlock property) requires_grad_() (LabelTensor method) residual() (Equation method) (EquationInterface method) (SystemEquation method) ResidualBlock (class in pina.model.layers.residual) ResidualFeedForward (class in pina.model.feed_forward) S sample() (Difference method) (Exclusion method) (Intersection method) (Location method) (Union method) SAPINN (class in pina.solvers.pinns.sapinn) save_logs_and_release() (PINNInterface method) scale (MIONet property) scale_coefficients (PODBlock property) scaler (PODBlock property) scheduler (PINN property) (SupervisedSolver property) scheduler_discriminator (CompetitivePINN property) scheduler_model (CompetitivePINN property) (SAPINN property) scheduler_weights (SAPINN property) select() (LabelTensor method) sigma (FourierFeatureEmbedding property) smoothing (RBFBlock property) solve() (RBFBlock static method) solver (Trainer property) SolverInterface (class in pina.solvers.solver) spatial_domain() (SpatialProblem method) spatial_variables (SpatialProblem property) SpatialProblem (class in pina.problem.spatial_problem) SpectralConvBlock1D (class in pina.model.layers.spectral) SpectralConvBlock2D (class in pina.model.layers.spectral) SpectralConvBlock3D (class in pina.model.layers.spectral) Spline (class in pina.model.spline) store_log() (PINNInterface method) SupervisedSolver (class in pina.solvers.supervised) SwitchOptimizer (class in pina.callbacks.optimizer_callbacks) SystemEquation (class in pina.equation.system_equation) T temporal_domain() (TimeDependentProblem method) temporal_variable (TimeDependentProblem property) TimeDependentProblem (class in pina.problem.timedep_problem) to() (LabelTensor method) train() (Trainer method) Trainer (class in pina.trainer) training_step() (GAROM method) (PINNInterface method) (SolverInterface method) (SupervisedSolver method) translation (MIONet property) trunk_net (DeepONet property) U Union (class in pina.geometry.union_domain) V variables (OperationInterface property) vstack() (LabelTensor static method) W weights_dict (SAPINN property)