All modules for which code is available

• pina._src.adaptive_function.adaptive_celu
• pina._src.adaptive_function.adaptive_elu
• pina._src.adaptive_function.adaptive_exp
• pina._src.adaptive_function.adaptive_function_interface
• pina._src.adaptive_function.adaptive_gelu
• pina._src.adaptive_function.adaptive_mish
• pina._src.adaptive_function.adaptive_relu
• pina._src.adaptive_function.adaptive_sigmoid
• pina._src.adaptive_function.adaptive_silu
• pina._src.adaptive_function.adaptive_siren
• pina._src.adaptive_function.adaptive_softmax
• pina._src.adaptive_function.adaptive_softmin
• pina._src.adaptive_function.adaptive_tanh
• pina._src.adaptive_function.base_adaptive_function
• pina._src.callback.optim.switch_optimizer
• pina._src.callback.optim.switch_scheduler
• pina._src.callback.processing.data_normalizer
• pina._src.callback.processing.metric_tracker
• pina._src.callback.processing.pina_progress_bar
• pina._src.callback.refinement.base_refinement
• pina._src.callback.refinement.r3_refinement
• pina._src.callback.refinement.refinement_interface
• pina._src.condition.base_condition
• pina._src.condition.condition
• pina._src.condition.condition_interface
• pina._src.condition.data_condition
• pina._src.condition.domain_equation_condition
• pina._src.condition.graph_time_series_condition
• pina._src.condition.input_equation_condition
• pina._src.condition.input_target_condition
• pina._src.condition.time_series_condition
• pina._src.core.graph
• pina._src.core.label_tensor
• pina._src.core.operator
• pina._src.core.trainer
• pina._src.data.aggregator
• pina._src.data.condition_subset
• pina._src.data.creator
• pina._src.data.data_module
• pina._src.data.manager.batch_manager
• pina._src.data.manager.data_manager
• pina._src.data.manager.data_manager_interface
• pina._src.data.manager.graph_data_manager
• pina._src.data.manager.tensor_data_manager
• pina._src.data.single_batch_data_loader
• pina._src.domain.base_domain
• pina._src.domain.base_operation
• pina._src.domain.cartesian_domain
• pina._src.domain.difference
• pina._src.domain.domain_interface
• pina._src.domain.ellipsoid_domain
• pina._src.domain.exclusion
• pina._src.domain.intersection
• pina._src.domain.operation_interface
• pina._src.domain.simplex_domain
• pina._src.domain.union
• pina._src.equation.base_equation
• pina._src.equation.equation
• pina._src.equation.equation_interface
• pina._src.equation.system_equation
• pina._src.equation.zoo.acoustic_wave_equation
• pina._src.equation.zoo.advection_equation
• pina._src.equation.zoo.allen_cahn_equation
• pina._src.equation.zoo.burgers_equation
• pina._src.equation.zoo.diffusion_reaction_equation
• pina._src.equation.zoo.fixed_flux
• pina._src.equation.zoo.fixed_gradient
• pina._src.equation.zoo.fixed_laplacian
• pina._src.equation.zoo.fixed_value
• pina._src.equation.zoo.helmholtz_equation
• pina._src.equation.zoo.poisson_equation
• pina._src.loss.base_dual_loss
• pina._src.loss.dual_loss_interface
• pina._src.loss.lp_loss
• pina._src.loss.power_loss
• pina._src.loss.sinkhorn_loss
• pina._src.model.average_neural_operator
• pina._src.model.block.average_neural_operator_block
• pina._src.model.block.convolution
• pina._src.model.block.convolution_2d
• pina._src.model.block.embedding
• pina._src.model.block.fourier_block
• pina._src.model.block.gno_block
• pina._src.model.block.kan_block
• pina._src.model.block.low_rank_block
• pina._src.model.block.message_passing.deep_tensor_network_block
• pina._src.model.block.message_passing.en_equivariant_network_block
• pina._src.model.block.message_passing.equivariant_graph_neural_operator_block
• pina._src.model.block.message_passing.interaction_network_block
• pina._src.model.block.message_passing.radial_field_network_block
• pina._src.model.block.orthogonal
• pina._src.model.block.pirate_network_block
• pina._src.model.block.pod_block
• pina._src.model.block.rbf_block
• pina._src.model.block.residual
• pina._src.model.block.spectral
• pina._src.model.deeponet
• pina._src.model.equivariant_graph_neural_operator
• pina._src.model.feed_forward
• pina._src.model.fourier_neural_operator
• pina._src.model.graph_neural_operator
• pina._src.model.kernel_neural_operator
• pina._src.model.kolmogorov_arnold_network
• pina._src.model.low_rank_neural_operator
• pina._src.model.multi_feed_forward
• pina._src.model.pirate_network
• pina._src.model.sindy
• pina._src.model.spline
• pina._src.model.spline_surface
• pina._src.model.vectorized_spline
• pina._src.optim.optimizer_interface
• pina._src.optim.scheduler_interface
• pina._src.optim.torch_optimizer
• pina._src.optim.torch_scheduler
• pina._src.problem.base_problem
• pina._src.problem.inverse_problem
• pina._src.problem.parametric_problem
• pina._src.problem.problem_interface
• pina._src.problem.spatial_problem
• pina._src.problem.time_dependent_problem
• pina._src.problem.zoo.acoustic_wave_problem
• pina._src.problem.zoo.advection_problem
• pina._src.problem.zoo.allen_cahn_problem
• pina._src.problem.zoo.burgers_problem
• pina._src.problem.zoo.diffusion_reaction_problem
• pina._src.problem.zoo.helmholtz_problem
• pina._src.problem.zoo.inverse_poisson_problem
• pina._src.problem.zoo.poisson_problem
• pina._src.problem.zoo.supervised_problem
• pina._src.solver.autoregressive_ensemble_solver
• pina._src.solver.autoregressive_single_model_solver
• pina._src.solver.base_solver
• pina._src.solver.causal_physics_informed_single_model_solver
• pina._src.solver.competitive_physics_informed_solver
• pina._src.solver.ensemble_solver
• pina._src.solver.gradient_physics_informed_single_model_solver
• pina._src.solver.mixin.autoregressive_mixin
• pina._src.solver.mixin.condition_aggregator_mixin
• pina._src.solver.mixin.ensemble_mixin
• pina._src.solver.mixin.gradient_enhanced_mixin
• pina._src.solver.mixin.manual_optimization_mixin
• pina._src.solver.mixin.multi_model_mixin
• pina._src.solver.mixin.physics_informed_mixin
• pina._src.solver.mixin.residual_based_attention_mixin
• pina._src.solver.mixin.single_model_mixin
• pina._src.solver.multi_model_solver
• pina._src.solver.physics_informed_ensemble_solver
• pina._src.solver.physics_informed_single_model_solver
• pina._src.solver.rba_physics_informed_single_model_solver
• pina._src.solver.self_adaptive_physics_informed_solver
• pina._src.solver.single_model_solver
• pina._src.solver.solver_interface
• pina._src.solver.supervised_ensemble_solver
• pina._src.solver.supervised_single_model_solver
• pina._src.weighting.base_weighting
• pina._src.weighting.linear_weighting
• pina._src.weighting.no_weighting
• pina._src.weighting.ntk_weighting
• pina._src.weighting.scalar_weighting
• pina._src.weighting.self_adaptive_weighting
• pina._src.weighting.weighting_interface