simulai
1.3
Contents:
SimulAI
Installation
Usage
simulai
Contributing
Credits
History
simulai
»
Index
Index
A
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B
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C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
K
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
|
U
|
W
|
X
A
Antiderivative (class in simulai.backup.Network.test_deeponet)
apply() (simulai.math.filtering.SVDThreshold method)
(simulai.math.filtering.TimeSeriesExtremes method)
apply_descaling() (simulai.normalization.StandardNormalization method)
(simulai.normalization.UnitaryNormalization method)
apply_rescaling() (simulai.normalization.StandardNormalization method)
(simulai.normalization.UnitaryNormalization method)
apply_transform() (simulai.normalization.UnitaryNormalization method)
available_memory_in_GB (simulai.metrics.MemorySizeEval property)
B
BaseFramework (class in simulai.abstract)
BatchCopy (class in simulai.io)
batchdomain_constructor() (in module simulai.batching)
BatchNormalization (class in simulai.normalization)
batchwise_pipeline_loop() (simulai.simulation.Pipeline method)
BatchwiseExtrapolation (class in simulai.io)
BatchwiseSampler (class in simulai.batching)
beta_parameter() (simulai.math.filtering.SVDThreshold method)
bidimensional_map_lin() (in module simulai.special)
bidimensional_map_nonlin_1() (in module simulai.special)
bidimensional_map_nonlin_2() (in module simulai.special)
bidimensional_map_nonlin_3() (in module simulai.special)
bidimensional_map_nonlin_4() (in module simulai.special)
bidimensional_map_nonlin_5() (in module simulai.special)
bidimensional_map_nonlin_6() (in module simulai.special)
ByPass (class in simulai.metrics)
bypass() (simulai.io.MovingWindow method)
ByPassIntegrator (class in simulai.abstract)
ByPassPreparer (class in simulai.io)
C
CenteredDerivative (class in simulai.math.differentiation)
ClassWrapper (class in simulai.math.integration)
clean_engines() (simulai.math.expressions.FromSymbol2FLambda method)
CollocationDerivative (class in simulai.math.differentiation)
compile() (simulai.utilities.opinf_deviation.OpInfDeviation method)
convert() (simulai.math.expressions.FromSymbol2FLambda method)
copy() (simulai.io.BatchCopy method)
Cos (class in simulai.tokens)
CumulativeNorm (class in simulai.metrics)
D
D (class in simulai.tokens)
data (simulai.io.GaussianNoise property)
DataPreparer (class in simulai.abstract)
default_assumptions (simulai.tokens.Cos attribute)
(simulai.tokens.D attribute)
(simulai.tokens.Identity attribute)
(simulai.tokens.Kronecker attribute)
(simulai.tokens.Sin attribute)
(simulai.tokens.Tanh attribute)
delta_0() (simulai.math.differentiation.LeleDerivative method)
delta_1() (simulai.math.differentiation.LeleDerivative method)
delta_2() (simulai.math.differentiation.LeleDerivative method)
delta_3() (simulai.math.differentiation.LeleDerivative method)
delta_4() (simulai.math.differentiation.LeleDerivative method)
delta_5() (simulai.math.differentiation.LeleDerivative method)
Derivative (class in simulai.math.differentiation)
DeterminationCoeff (class in simulai.metrics)
diff_op() (in module simulai.tokens)
Div() (in module simulai.tokens)
E
eval() (simulai.abstract.BaseFramework method)
(simulai.math.integration.ClassWrapper method)
(simulai.simulation.Pipeline method)
(simulai.utilities.lotka_volterra_solver.LotkaVolterra method)
eval_batch() (simulai.abstract.BaseFramework method)
eval_error() (simulai.utilities.opinf_deviation.OpInfDeviation method)
eval_h5() (simulai.metrics.MinMaxEvaluation method)
eval_jacobian() (simulai.utilities.opinf_deviation.OpInfDeviation method)
exec() (simulai.math.filtering.SVDThreshold method)
(simulai.math.filtering.TimeAveraging method)
(simulai.simulation.Pipeline method)
(simulai.special.Scattering method)
ExplicitIntegrator (class in simulai.math.integration)
F
FeatureWiseErrorNorm (class in simulai.metrics)
fit() (simulai.abstract.BaseFramework method)
(simulai.abstract.ROM method)
forward() (simulai.activations.sin method)
(simulai.activations.Siren method)
FromSymbol2FLambda (class in simulai.math.expressions)
FunctionWrapper (class in simulai.math.integration)
G
GaussianNoise (class in simulai.io)
GaussianRandomFields (class in simulai.math.spaces)
GaussLegendre (class in simulai.math.quadratures)
gen_f1() (simulai.math.kansas.Kansas method)
generate_boundaries() (simulai.math.quadratures.GaussLegendre method)
generate_domain() (simulai.math.quadratures.GaussLegendre method)
generate_GRF_data() (simulai.backup.Network.test_deeponet.TestDeepONet method)
generate_u() (simulai.math.spaces.GaussianRandomFields method)
get_cross_derivative_matrix() (simulai.math.kansas.Kansas method)
get_cross_derivative_matrix_optimized() (simulai.math.kansas.Kansas method)
get_first_derivative_matrix() (simulai.math.kansas.Kansas method)
get_first_derivative_matrix_aux() (simulai.math.kansas.Kansas method)
get_first_derivative_matrix_optimized() (simulai.math.kansas.Kansas method)
get_indices() (simulai.io.IntersectingBatches method)
get_interpolation_matrix() (simulai.math.kansas.Kansas method)
get_interpolation_matrix_optimized() (simulai.math.kansas.Kansas method)
get_laplacian_matrix() (simulai.math.kansas.Kansas method)
get_last_item() (simulai.io.MovingWindow method)
get_second_derivative_matrix() (simulai.math.kansas.Kansas method)
get_second_derivative_matrix_optimized() (simulai.math.kansas.Kansas method)
gp() (in module simulai.math.progression)
H
HardPositivityLimiting (class in simulai.math.filtering)
I
Identity (class in simulai.tokens)
indices (simulai.io.Sampling property)
indices_batchdomain_constructor() (in module simulai.batching)
inner_type() (simulai.parallel.PipelineMPI static method)
input_data (simulai.simulation.Pipeline property)
input_data() (simulai.batching.BatchwiseSampler method)
input_shape (simulai.batching.BatchwiseSampler property)
Integral (class in simulai.abstract)
integrand() (simulai.math.filtering.SVDThreshold method)
internal_boundary_product() (simulai.mesh.StructuredMesh method)
internal_product() (simulai.mesh.StructuredMesh method)
interpolate_and_solve() (simulai.math.differentiation.CollocationDerivative method)
IntersectingBatches (class in simulai.io)
J
jacobian() (simulai.utilities.problem_classes.LorenzSystem method)
K
Kansas (class in simulai.math.kansas)
kernel() (simulai.math.kansas.Kansas method)
kernel_Dx() (simulai.math.kansas.Kansas method)
kernel_Dxx() (simulai.math.kansas.Kansas method)
kernel_Dxy() (simulai.math.kansas.Kansas method)
kernel_Laplacian() (simulai.math.kansas.Kansas method)
Kronecker (class in simulai.tokens)
kronecker() (in module simulai.math.products)
L
L() (in module simulai.tokens)
L2Norm (class in simulai.metrics)
lambda_function() (simulai.math.filtering.SVDThreshold method)
lambda_special() (simulai.math.filtering.SVDThreshold method)
lambdify() (simulai.utilities.opinf_deviation.OpInfDeviation method)
LeleDerivative (class in simulai.math.differentiation)
load_pkl() (in module simulai.file)
lorenz_solver() (in module simulai.utilities.lorenz_solver)
lorenz_solver_forcing() (in module simulai.utilities.lorenz_solver)
LorenzSystem (class in simulai.utilities.problem_classes)
LotkaVolterra (class in simulai.utilities.lotka_volterra_solver)
LSODA (class in simulai.math.integration)
LyapunovUnits (class in simulai.metrics)
M
main() (in module simulai.utilities.oscillator_solver)
make_op() (in module simulai.tokens)
MakeTensor (class in simulai.io)
map_to_boundary_element() (simulai.mesh.StructuredMesh method)
map_to_element() (simulai.mesh.StructuredMesh method)
MapValid (class in simulai.io)
Marcenko_Pastur_integral() (simulai.math.filtering.SVDThreshold method)
MeanEvaluation (class in simulai.metrics)
MedianMarcenkoPastur() (simulai.math.filtering.SVDThreshold method)
MemorySizeEval (class in simulai.metrics)
MeshFormatterHelper (class in simulai.output)
minmax() (simulai.batching.BatchwiseSampler method)
MinMaxEvaluation (class in simulai.metrics)
Model (class in simulai.abstract)
module
simulai
simulai.abstract
simulai.activations
simulai.backup
simulai.backup.Network
simulai.backup.Network.test_convolution_net
simulai.backup.Network.test_deeponet
simulai.backup.Network.test_densenetwork
simulai.backup.Network.test_lstm_net_prediction
simulai.backup.Optimization
simulai.backup.Optimization.test_nomad
simulai.backup.Optimization.test_optuna_redis
simulai.backup.Pipeline
simulai.backup.Pipeline.test_pipeline
simulai.batching
simulai.file
simulai.io
simulai.math
simulai.math.differentiation
simulai.math.expressions
simulai.math.filtering
simulai.math.integration
simulai.math.kansas
simulai.math.products
simulai.math.progression
simulai.math.quadratures
simulai.math.spaces
simulai.mesh
simulai.metrics
simulai.models
simulai.normalization
simulai.optimization
simulai.output
simulai.parallel
simulai.regression
simulai.regression.pytorch
simulai.regression.tf
simulai.residuals
simulai.rom
simulai.simulation
simulai.special
simulai.templates
simulai.tokens
simulai.utilities
simulai.utilities.lorenz_solver
simulai.utilities.lotka_volterra_solver
simulai.utilities.opinf_deviation
simulai.utilities.oscillator_solver
simulai.utilities.problem_classes
simulai.workflows
MovingWindow (class in simulai.io)
N
name (simulai.abstract.ByPassIntegrator attribute)
(simulai.activations.sin attribute)
(simulai.activations.Siren attribute)
(simulai.io.ByPassPreparer attribute)
(simulai.io.MapValid attribute)
(simulai.io.Reshaper attribute)
(simulai.io.Sampling attribute)
(simulai.io.ScalerReshaper attribute)
(simulai.math.integration.ExplicitIntegrator attribute)
(simulai.math.integration.RK4 attribute)
(simulai.metrics.ByPass attribute)
(simulai.metrics.FeatureWiseErrorNorm attribute)
(simulai.metrics.L2Norm attribute)
(simulai.metrics.RosensteinKantz attribute)
(simulai.metrics.SampleWiseErrorNorm attribute)
(simulai.normalization.StandardNormalization attribute)
(simulai.normalization.UnitaryNormalization attribute)
(simulai.normalization.UnitarySymmetricalNormalization attribute)
(simulai.tokens.Cos attribute)
(simulai.tokens.D attribute)
(simulai.tokens.Identity attribute)
(simulai.tokens.Kronecker attribute)
(simulai.tokens.Sin attribute)
(simulai.tokens.Tanh attribute)
NonlinearODE (class in simulai.backup.Network.test_deeponet)
NonlinearOscillator (class in simulai.utilities.problem_classes)
Normalization (class in simulai.abstract)
O
OpInfDeviation (class in simulai.utilities.opinf_deviation)
oscillator_solver() (in module simulai.utilities.oscillator_solver)
oscillator_solver_forcing() (in module simulai.utilities.oscillator_solver)
P
PerturbationMethod (class in simulai.metrics)
Pipeline (class in simulai.simulation)
pipeline_loop() (simulai.simulation.Pipeline method)
PipelineMPI (class in simulai.parallel)
plot_figures2D() (in module simulai.output)
PointwiseError (class in simulai.metrics)
predict() (simulai.simulation.Pipeline method)
prepare_input_data() (simulai.abstract.DataPreparer method)
(simulai.io.ByPassPreparer method)
(simulai.io.MapValid method)
(simulai.io.Reshaper method)
(simulai.io.Sampling method)
(simulai.io.ScalerReshaper method)
prepare_input_structured_data() (simulai.abstract.DataPreparer method)
(simulai.io.ByPassPreparer method)
(simulai.io.MapValid method)
(simulai.io.Reshaper method)
(simulai.io.Sampling method)
(simulai.io.ScalerReshaper method)
prepare_output_data() (simulai.abstract.DataPreparer method)
(simulai.io.ByPassPreparer method)
(simulai.io.MapValid method)
(simulai.io.Reshaper method)
(simulai.io.ScalerReshaper method)
prepare_output_structured_data() (simulai.abstract.DataPreparer method)
(simulai.io.ByPassPreparer method)
(simulai.io.MapValid method)
(simulai.io.Reshaper method)
(simulai.io.ScalerReshaper method)
project() (simulai.abstract.ROM method)
project_data() (simulai.simulation.Pipeline method)
projection() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
purpose (simulai.abstract.Integral attribute)
R
random_u() (simulai.math.spaces.GaussianRandomFields method)
read() (simulai.file.SPFile method)
reconstruct() (simulai.abstract.ROM method)
reconstruct_data() (simulai.simulation.Pipeline method)
Regression (class in simulai.abstract)
rescale() (simulai.normalization.StandardNormalization method)
(simulai.normalization.UnitaryNormalization method)
(simulai.normalization.UnitarySymmetricalNormalization method)
reservoir_generator() (in module simulai.special)
Reshaper (class in simulai.io)
RK4 (class in simulai.math.integration)
ROM (class in simulai.abstract)
RosensteinKantz (class in simulai.metrics)
run() (simulai.math.integration.LSODA method)
(simulai.parallel.PipelineMPI method)
(simulai.utilities.lotka_volterra_solver.LotkaVolterra method)
S
SampleWiseErrorNorm (class in simulai.metrics)
Sampling (class in simulai.io)
save() (simulai.abstract.BaseFramework method)
(simulai.simulation.Pipeline method)
(simulai.utilities.opinf_deviation.OpInfDeviation method)
ScalerReshaper (class in simulai.io)
Scattering (class in simulai.special)
setUp() (simulai.backup.Network.test_convolution_net.TestAutoencoder method)
(simulai.backup.Network.test_deeponet.TestDeepONet method)
(simulai.backup.Network.test_densenetwork.TestDenseNetwork method)
(simulai.backup.Network.test_lstm_net_prediction.TestDenseNetTFPrediction method)
share_to_host (simulai.activations.Siren property)
simulai
module
simulai.abstract
module
simulai.activations
module
simulai.backup
module
simulai.backup.Network
module
simulai.backup.Network.test_convolution_net
module
simulai.backup.Network.test_deeponet
module
simulai.backup.Network.test_densenetwork
module
simulai.backup.Network.test_lstm_net_prediction
module
simulai.backup.Optimization
module
simulai.backup.Optimization.test_nomad
module
simulai.backup.Optimization.test_optuna_redis
module
simulai.backup.Pipeline
module
simulai.backup.Pipeline.test_pipeline
module
simulai.batching
module
simulai.file
module
simulai.io
module
simulai.math
module
simulai.math.differentiation
module
simulai.math.expressions
module
simulai.math.filtering
module
simulai.math.integration
module
simulai.math.kansas
module
simulai.math.products
module
simulai.math.progression
module
simulai.math.quadratures
module
simulai.math.spaces
module
simulai.mesh
module
simulai.metrics
module
simulai.models
module
simulai.normalization
module
simulai.optimization
module
simulai.output
module
simulai.parallel
module
simulai.regression
module
simulai.regression.pytorch
module
simulai.regression.tf
module
simulai.residuals
module
simulai.rom
module
simulai.simulation
module
simulai.special
module
simulai.templates
module
simulai.tokens
module
simulai.utilities
module
simulai.utilities.lorenz_solver
module
simulai.utilities.lotka_volterra_solver
module
simulai.utilities.opinf_deviation
module
simulai.utilities.oscillator_solver
module
simulai.utilities.problem_classes
module
simulai.workflows
module
sin (class in simulai.activations)
Sin (class in simulai.tokens)
sin2x_forcing() (in module simulai.backup.Network.test_deeponet)
sinx_forcing() (in module simulai.backup.Network.test_deeponet)
Siren (class in simulai.activations)
SlidingWindow (class in simulai.io)
solve() (simulai.math.differentiation.CenteredDerivative method)
(simulai.math.differentiation.CollocationDerivative method)
(simulai.math.differentiation.LeleDerivative method)
solver() (in module simulai.backup.Network.test_deeponet)
SpaceDerivative (class in simulai.math.differentiation)
SPFile (class in simulai.file)
StandardNormalization (class in simulai.normalization)
step() (simulai.math.integration.ExplicitIntegrator method)
step_with_forcings() (simulai.math.integration.ExplicitIntegrator method)
step_with_forcings_separated() (simulai.math.integration.ExplicitIntegrator method)
StructuredMesh (class in simulai.mesh)
success (simulai.parallel.PipelineMPI property)
SVDThreshold (class in simulai.math.filtering)
T
Tanh (class in simulai.tokens)
target_data() (simulai.batching.BatchwiseSampler method)
test() (simulai.abstract.BaseFramework method)
(simulai.simulation.Pipeline method)
test_convolution_2D() (simulai.backup.Network.test_convolution_net.TestAutoencoder method)
test_data_preparer_POD_pipeline_linear_comb() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
test_deeponet_scalar_scattered() (simulai.backup.Network.test_deeponet.TestDeepONet method)
test_dense_net_tf_predictions_lorenz() (simulai.backup.Network.test_lstm_net_prediction.TestDenseNetTFPrediction method)
test_dense_net_tf_predictions_oscillator() (simulai.backup.Network.test_lstm_net_prediction.TestDenseNetTFPrediction method)
test_identity_dense_network_default_named_outputs() (simulai.backup.Network.test_densenetwork.TestDenseNetwork method)
test_identity_dense_network_without_names() (simulai.backup.Network.test_densenetwork.TestDenseNetwork method)
test_if_projection_is_equal() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
test_mini_batching() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
test_pipeline() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
test_sampling_batch_indices_copy_mean_data_preparer_IPOD_pipeline() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
test_sampling_copy_mean_data_preparer_IPOD_pipeline() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
test_sampling_copy_mean_data_preparer_IPOD_pipeline_linear_comb() (simulai.backup.Pipeline.test_pipeline.TestPipeline method)
TestAutoencoder (class in simulai.backup.Network.test_convolution_net)
TestDeepONet (class in simulai.backup.Network.test_deeponet)
TestDenseNetTFPrediction (class in simulai.backup.Network.test_lstm_net_prediction)
TestDenseNetwork (class in simulai.backup.Network.test_densenetwork)
TestPipeline (class in simulai.backup.Pipeline.test_pipeline)
time_function() (in module simulai.special)
TimeAveraging (class in simulai.math.filtering)
TimeDerivative (class in simulai.math.differentiation)
TimeSeriesExtremes (class in simulai.math.filtering)
training (simulai.activations.sin attribute)
(simulai.activations.Siren attribute)
transform() (simulai.abstract.ROM method)
(simulai.abstract.Transformation method)
(simulai.normalization.BatchNormalization method)
(simulai.normalization.UnitaryNormalization method)
(simulai.normalization.UnitarySymmetricalNormalization method)
transform_inv() (simulai.abstract.ROM method)
(simulai.abstract.Transformation method)
(simulai.normalization.UnitarySymmetricalNormalization method)
Transformation (class in simulai.abstract)
U
UnitaryNormalization (class in simulai.normalization)
UnitarySymmetricalNormalization (class in simulai.normalization)
update_global_parameters() (simulai.normalization.UnitaryNormalization method)
W
write() (simulai.file.SPFile method)
X
x_forcing() (in module simulai.backup.Network.test_deeponet)