Index

A

apply_transfer_learning() (pinnicle.pinn.PINN method)

B

bbox() (pinnicle.domain.domain.Domain method)

C

calving_front() (pinnicle.physics.physics.Physics method) check_callbacks() (pinnicle.parameter.TrainingParameter method) check_consistency() (pinnicle.parameter.DataParameter method) (pinnicle.parameter.DomainParameter method) (pinnicle.parameter.EquationParameter method) (pinnicle.parameter.LossFunctionParameter method) (pinnicle.parameter.NNParameter method) (pinnicle.parameter.ParameterBase method) (pinnicle.parameter.Parameters method) (pinnicle.parameter.PhysicsParameter method) (pinnicle.parameter.SingleDataParameter method) (pinnicle.parameter.TrainingParameter method) (pinnicle.physics.dummy.DummyEquationParameter method)

check_path() (pinnicle.pinn.PINN method) cmap_Rignot() (in module pinnicle.utils.plotting) compile() (pinnicle.pinn.PINN method) Constants (class in pinnicle.physics.constants) coord_window_indices() (in module pinnicle.utils.helper) create() (pinnicle.modeldata.data.DataBase class method) (pinnicle.parameter.EquationParameter class method) (pinnicle.physics.equationbase.EquationBase class method) createFNN() (pinnicle.nn.nn.FNN method) createPFNN() (pinnicle.nn.nn.FNN method) createsubdomain() (in module pinnicle.utils.helper)

D

Data (class in pinnicle.modeldata.data) DataBase (class in pinnicle.modeldata.data) DataParameter (class in pinnicle.parameter) diffplot() (in module pinnicle.utils.plotting) Domain (class in pinnicle.domain.domain)

DomainParameter (class in pinnicle.parameter) down_sample() (in module pinnicle.utils.helper) down_sample_core() (in module pinnicle.utils.helper) Dummy (class in pinnicle.physics.dummy) DummyEquationParameter (class in pinnicle.physics.dummy)

E

EquationBase (class in pinnicle.physics.equationbase)

EquationParameter (class in pinnicle.parameter)

F

feathered_rect_weights() (in module pinnicle.utils.helper) find_closest_model_file() (pinnicle.pinn.PINN method)

FNN (class in pinnicle.nn.nn) fourier_feature() (in module pinnicle.nn.helper)

G

get() (in module pinnicle.utils.data_misfit) get_ice_coordinates() (pinnicle.modeldata.data.Data method) (pinnicle.modeldata.data.DataBase method) (pinnicle.modeldata.general_mat_data.MatData method) (pinnicle.modeldata.h5_data.H5Data method) (pinnicle.modeldata.issm_data.ISSMmdData method) (pinnicle.modeldata.issm_light.ISSMLightData method) (pinnicle.modeldata.netcdf_data.NetCDFData method)

get_ice_indices() (pinnicle.modeldata.issm_data.ISSMmdData method) (pinnicle.modeldata.issm_light.ISSMLightData method) get_input_list() (pinnicle.physics.equationbase.EquationBase method) get_output_list() (pinnicle.physics.equationbase.EquationBase method) get_polygon_vertices() (pinnicle.domain.domain.Domain method)

H

H5Data (class in pinnicle.modeldata.h5_data) has_EarlyStopping() (pinnicle.parameter.TrainingParameter method) has_keys() (pinnicle.parameter.ParameterBase method)

has_MiniBatch() (pinnicle.parameter.TrainingParameter method) has_ModelCheckpoint() (pinnicle.parameter.TrainingParameter method) has_PDEPointResampler() (pinnicle.parameter.TrainingParameter method) History (class in pinnicle.utils.history)

I

inside() (pinnicle.domain.domain.Domain method) is_file_ext() (in module pinnicle.utils.helper) is_input_scaling() (pinnicle.parameter.NNParameter method)

is_output_scaling() (pinnicle.parameter.NNParameter method) ISSMLightData (class in pinnicle.modeldata.issm_light) ISSMmdData (class in pinnicle.modeldata.issm_data)

J

jacobian() (in module pinnicle.utils.backends_specified)

jacobian_jax() (in module pinnicle.utils.backends_specified) jacobian_tf() (in module pinnicle.utils.backends_specified)

L

load() (pinnicle.utils.history.History method) load_data() (pinnicle.modeldata.data.Data method) (pinnicle.modeldata.data.DataBase method) (pinnicle.modeldata.general_mat_data.MatData method) (pinnicle.modeldata.h5_data.H5Data method) (pinnicle.modeldata.issm_data.ISSMmdData method) (pinnicle.modeldata.issm_light.ISSMLightData method) (pinnicle.modeldata.netcdf_data.NetCDFData method)

load_dict_from_json() (in module pinnicle.utils.helper) load_mat() (in module pinnicle.utils.helper) load_model() (pinnicle.pinn.PINN method) load_setting() (pinnicle.pinn.PINN method) loss_dict_jax() (in module pinnicle.utils.data_misfit) loss_dict_paddle() (in module pinnicle.utils.data_misfit) loss_dict_pytorch() (in module pinnicle.utils.data_misfit) loss_dict_tf() (in module pinnicle.utils.data_misfit) LossFunctionParameter (class in pinnicle.parameter)

M

MatData (class in pinnicle.modeldata.general_mat_data) matmul() (in module pinnicle.utils.backends_specified) matmul_jax() (in module pinnicle.utils.backends_specified) matmul_tf() (in module pinnicle.utils.backends_specified) MC (class in pinnicle.physics.continuity) MC4MOLHO (class in pinnicle.physics.continuity) MC4MOLHOEquationParameter (class in pinnicle.physics.continuity) MCEquationParameter (class in pinnicle.physics.continuity) mean_absolute_percentage_error() (in module pinnicle.utils.data_misfit) mean_squared_log_error_jax() (in module pinnicle.utils.data_misfit) mean_squared_log_error_paddle() (in module pinnicle.utils.data_misfit) mean_squared_log_error_pytorch() (in module pinnicle.utils.data_misfit) mean_squared_log_error_tf() (in module pinnicle.utils.data_misfit) minmax_scale() (in module pinnicle.nn.helper) module pinnicle.domain.domain pinnicle.modeldata.data pinnicle.modeldata.general_mat_data pinnicle.modeldata.h5_data pinnicle.modeldata.issm_data pinnicle.modeldata.issm_light pinnicle.modeldata.netcdf_data pinnicle.nn.helper pinnicle.nn.nn pinnicle.parameter pinnicle.physics.constants pinnicle.physics.continuity pinnicle.physics.dummy pinnicle.physics.equationbase pinnicle.physics.physics pinnicle.physics.stressbalance pinnicle.physics.timeinvariant pinnicle.pinn pinnicle.utils.backends_specified pinnicle.utils.data_misfit pinnicle.utils.helper pinnicle.utils.history pinnicle.utils.plotting

MOLHO (class in pinnicle.physics.stressbalance) MOLHO_Taub (class in pinnicle.physics.stressbalance) MOLHOEquationParameter (class in pinnicle.physics.stressbalance) MOLHOTauEquationParameter (class in pinnicle.physics.stressbalance)

N

NetCDFData (class in pinnicle.modeldata.netcdf_data)

NNParameter (class in pinnicle.parameter)

O

operator() (pinnicle.physics.physics.Physics method)

P

ParameterBase (class in pinnicle.parameter) Parameters (class in pinnicle.parameter) pdes() (pinnicle.physics.physics.Physics method) Physics (class in pinnicle.physics.physics) PhysicsParameter (class in pinnicle.parameter) PINN (class in pinnicle.pinn) pinnicle.domain.domain module pinnicle.modeldata.data module pinnicle.modeldata.general_mat_data module pinnicle.modeldata.h5_data module pinnicle.modeldata.issm_data module pinnicle.modeldata.issm_light module pinnicle.modeldata.netcdf_data module pinnicle.nn.helper module pinnicle.nn.nn module pinnicle.parameter module pinnicle.physics.constants module pinnicle.physics.continuity module pinnicle.physics.dummy module pinnicle.physics.equationbase module pinnicle.physics.physics module

pinnicle.physics.stressbalance module pinnicle.physics.timeinvariant module pinnicle.pinn module pinnicle.utils.backends_specified module pinnicle.utils.data_misfit module pinnicle.utils.helper module pinnicle.utils.history module pinnicle.utils.plotting module plot() (pinnicle.modeldata.general_mat_data.MatData method) (pinnicle.modeldata.h5_data.H5Data method) (pinnicle.modeldata.issm_data.ISSMmdData method) (pinnicle.modeldata.issm_light.ISSMLightData method) (pinnicle.modeldata.netcdf_data.NetCDFData method) (pinnicle.utils.history.History method) plot_data() (in module pinnicle.utils.plotting) plot_dict_data() (in module pinnicle.utils.plotting) plot_history() (pinnicle.pinn.PINN method) plot_nn() (in module pinnicle.utils.plotting) plot_predictions() (pinnicle.pinn.PINN method) plot_solutions() (in module pinnicle.utils.plotting) plot_tracks() (in module pinnicle.utils.plotting) prepare_training_data() (pinnicle.modeldata.data.Data method) (pinnicle.modeldata.data.DataBase method) (pinnicle.modeldata.general_mat_data.MatData method) (pinnicle.modeldata.h5_data.H5Data method) (pinnicle.modeldata.issm_data.ISSMmdData method) (pinnicle.modeldata.issm_light.ISSMLightData method) (pinnicle.modeldata.netcdf_data.NetCDFData method)

R

resplot() (in module pinnicle.utils.plotting)

S

save() (pinnicle.utils.history.History method) save_dict_to_json() (in module pinnicle.utils.helper) save_history() (pinnicle.pinn.PINN method) save_model() (pinnicle.pinn.PINN method) save_setting() (pinnicle.pinn.PINN method) set_default() (pinnicle.parameter.DataParameter method) (pinnicle.parameter.DomainParameter method) (pinnicle.parameter.EquationParameter method) (pinnicle.parameter.LossFunctionParameter method) (pinnicle.parameter.NNParameter method) (pinnicle.parameter.ParameterBase method) (pinnicle.parameter.Parameters method) (pinnicle.parameter.PhysicsParameter method) (pinnicle.parameter.SingleDataParameter method) (pinnicle.parameter.TrainingParameter method) (pinnicle.physics.continuity.MC4MOLHOEquationParameter method) (pinnicle.physics.continuity.MCEquationParameter method) (pinnicle.physics.continuity.ThicknessEquationParameter method) (pinnicle.physics.dummy.DummyEquationParameter method) (pinnicle.physics.stressbalance.MOLHOEquationParameter method) (pinnicle.physics.stressbalance.MOLHOTauEquationParameter method) (pinnicle.physics.stressbalance.SSAEquationParameter method) (pinnicle.physics.stressbalance.SSAFirstEquationParameter method) (pinnicle.physics.stressbalance.SSATauEquationParameter method) (pinnicle.physics.stressbalance.SSAVariableBEquationParameter method) (pinnicle.physics.timeinvariant.TimeInvariantConstraintParameter method) set_parameters() (pinnicle.parameter.EquationParameter method) (pinnicle.parameter.NNParameter method) (pinnicle.parameter.ParameterBase method) (pinnicle.parameter.Parameters method)

setup() (pinnicle.pinn.PINN method) setup_equations() (pinnicle.parameter.PhysicsParameter method) SingleDataParameter (class in pinnicle.parameter) slice_column() (in module pinnicle.utils.backends_specified) slice_column_jax() (in module pinnicle.utils.backends_specified) slice_column_tf() (in module pinnicle.utils.backends_specified) slice_function_jax() (in module pinnicle.utils.backends_specified) SSA (class in pinnicle.physics.stressbalance) SSA_First (class in pinnicle.physics.stressbalance) SSA_Taub (class in pinnicle.physics.stressbalance) SSAEquationParameter (class in pinnicle.physics.stressbalance) SSAFirstEquationParameter (class in pinnicle.physics.stressbalance) SSATauEquationParameter (class in pinnicle.physics.stressbalance) SSAVariableB (class in pinnicle.physics.stressbalance) SSAVariableBEquationParameter (class in pinnicle.physics.stressbalance) subclasses (pinnicle.modeldata.data.DataBase attribute) (pinnicle.parameter.EquationParameter attribute) (pinnicle.physics.equationbase.EquationBase attribute) surf_x() (pinnicle.physics.physics.Physics method) surf_y() (pinnicle.physics.physics.Physics method) surface_log_vel_misfit_jax() (in module pinnicle.utils.data_misfit) surface_log_vel_misfit_paddle() (in module pinnicle.utils.data_misfit) surface_log_vel_misfit_pytorch() (in module pinnicle.utils.data_misfit) surface_log_vel_misfit_tf() (in module pinnicle.utils.data_misfit)

T

Thickness (class in pinnicle.physics.continuity) ThicknessEquationParameter (class in pinnicle.physics.continuity) TimeInvariantConstraint (class in pinnicle.physics.timeinvariant) TimeInvariantConstraintParameter (class in pinnicle.physics.timeinvariant)

train() (pinnicle.pinn.PINN method) TrainingParameter (class in pinnicle.parameter) tripcolor_residuals() (in module pinnicle.utils.plotting) tripcolor_similarity() (in module pinnicle.utils.plotting)

U

up_scale() (in module pinnicle.nn.helper) update() (pinnicle.parameter.DataParameter method) (pinnicle.parameter.ParameterBase method) (pinnicle.parameter.Parameters method) (pinnicle.parameter.SingleDataParameter method) (pinnicle.parameter.TrainingParameter method) (pinnicle.physics.dummy.DummyEquationParameter method)

update_callbacks() (pinnicle.pinn.PINN method) update_id() (pinnicle.physics.equationbase.EquationBase method) update_parameters() (pinnicle.physics.equationbase.EquationBase method) (pinnicle.pinn.PINN method) update_scalars() (pinnicle.physics.equationbase.EquationBase method) update_training_data() (pinnicle.pinn.PINN method) user_defined_gradient() (pinnicle.physics.physics.Physics method)

V

vel_mag() (pinnicle.physics.physics.Physics method)