Index

A

AbstractDecoder (class in pyshred.models.decoder_models.abstract_decoder) AbstractLatentForecaster (class in pyshred.models.latent_forecaster_models.abstract_latent_forecaster) AbstractSequence (class in pyshred.models.sequence_models.abstract_sequence)

add_data() (pyshred.processor.data_manager.DataManager method) (pyshred.processor.parametric_data_manager.ParametricDataManager method) add_noise() (pyshred.objects.sindy.E_SINDy method) (pyshred.objects.sindy.SINDy method)

D

DataManager (class in pyshred.processor.data_manager)

decode() (pyshred.engine.engine.SHREDEngine method) (pyshred.engine.parametric_engine.ParametricSHREDEngine method)

E

E_SINDy (class in pyshred.objects.sindy) evaluate() (pyshred.engine.engine.SHREDEngine method) (pyshred.engine.parametric_engine.ParametricSHREDEngine method) (pyshred.models.shred.SHRED method)

F

fit() (pyshred.models.latent_forecaster_models.abstract_latent_forecaster.AbstractLatentForecaster method) (pyshred.models.latent_forecaster_models.lstm.LSTM_Forecaster method) (pyshred.models.latent_forecaster_models.sindy.SINDy_Forecaster method) (pyshred.models.shred.SHRED method) forecast() (pyshred.models.latent_forecaster_models.abstract_latent_forecaster.AbstractLatentForecaster method) (pyshred.models.latent_forecaster_models.lstm.LSTM_Forecaster method) (pyshred.models.latent_forecaster_models.sindy.SINDy_Forecaster method) forecast_latent() (pyshred.engine.engine.SHREDEngine method) forward() (pyshred.models.decoder_models.abstract_decoder.AbstractDecoder method) (pyshred.models.decoder_models.mlp_model.MLP method) (pyshred.models.decoder_models.unet_model.UNET method) (pyshred.models.latent_forecaster_models.lstm.LSTM_Forecaster method) (pyshred.models.sequence_models.abstract_sequence.AbstractSequence method) (pyshred.models.sequence_models.gru_model.GRU method) (pyshred.models.sequence_models.lstm_model.LSTM method) (pyshred.models.sequence_models.transformer_model.PositionalEncoding method) (pyshred.models.sequence_models.transformer_model.TRANSFORMER method) (pyshred.models.shred.SHRED method) (pyshred.objects.sindy.E_SINDy method) (pyshred.objects.sindy.SINDy method)

G

generate_lagged_sensor_measurements() (in module pyshred.processor.utils) generate_lagged_sensor_measurements_rom() (in module pyshred.processor.utils) generate_random_sensor_locations() (in module pyshred.processor.utils) get_data() (in module pyshred.processor.utils)

get_data_npy() (in module pyshred.processor.utils) get_data_npz() (in module pyshred.processor.utils) get_sensor_measurements() (in module pyshred.processor.utils) GRU (class in pyshred.models.sequence_models.gru_model)

I

initialize() (pyshred.models.decoder_models.abstract_decoder.AbstractDecoder method) (pyshred.models.decoder_models.mlp_model.MLP method) (pyshred.models.decoder_models.unet_model.UNET method) (pyshred.models.latent_forecaster_models.abstract_latent_forecaster.AbstractLatentForecaster method) (pyshred.models.latent_forecaster_models.lstm.LSTM_Forecaster method) (pyshred.models.latent_forecaster_models.sindy.SINDy_Forecaster method) (pyshred.models.sequence_models.abstract_sequence.AbstractSequence method) (pyshred.models.sequence_models.gru_model.GRU method) (pyshred.models.sequence_models.lstm_model.LSTM method) (pyshred.models.sequence_models.transformer_model.TRANSFORMER method)

L

LSTM (class in pyshred.models.sequence_models.lstm_model)

LSTM_Forecaster (class in pyshred.models.latent_forecaster_models.lstm)

M

MLP (class in pyshred.models.decoder_models.mlp_model) model_name (pyshred.models.decoder_models.abstract_decoder.AbstractDecoder property) (pyshred.models.decoder_models.mlp_model.MLP property) (pyshred.models.decoder_models.unet_model.UNET property) (pyshred.models.sequence_models.abstract_sequence.AbstractSequence property) (pyshred.models.sequence_models.gru_model.GRU property) (pyshred.models.sequence_models.lstm_model.LSTM property) (pyshred.models.sequence_models.transformer_model.TRANSFORMER property) module pyshred.engine pyshred.engine.engine pyshred.engine.parametric_engine pyshred.models pyshred.models.decoder_models pyshred.models.decoder_models.abstract_decoder pyshred.models.decoder_models.mlp_model pyshred.models.decoder_models.unet_model pyshred.models.latent_forecaster_models pyshred.models.latent_forecaster_models.abstract_latent_forecaster pyshred.models.latent_forecaster_models.lstm pyshred.models.latent_forecaster_models.sindy pyshred.models.sequence_models pyshred.models.sequence_models.abstract_sequence pyshred.models.sequence_models.gru_model pyshred.models.sequence_models.lstm_model pyshred.models.sequence_models.transformer_model pyshred.models.shred pyshred.objects pyshred.objects.dataset pyshred.objects.sindy pyshred.processor pyshred.processor.data_manager pyshred.processor.parametric_data_manager pyshred.processor.utils

P

ParametricDataManager (class in pyshred.processor.parametric_data_manager) ParametricSHREDEngine (class in pyshred.engine.parametric_engine) parse_compress() (in module pyshred.processor.utils) PositionalEncoding (class in pyshred.models.sequence_models.transformer_model) prepare() (pyshred.processor.data_manager.DataManager method) (pyshred.processor.parametric_data_manager.ParametricDataManager method) pyshred.engine module pyshred.engine.engine module pyshred.engine.parametric_engine module pyshred.models module pyshred.models.decoder_models module pyshred.models.decoder_models.abstract_decoder module pyshred.models.decoder_models.mlp_model module pyshred.models.decoder_models.unet_model module pyshred.models.latent_forecaster_models module pyshred.models.latent_forecaster_models.abstract_latent_forecaster module pyshred.models.latent_forecaster_models.lstm module

pyshred.models.latent_forecaster_models.sindy module pyshred.models.sequence_models module pyshred.models.sequence_models.abstract_sequence module pyshred.models.sequence_models.gru_model module pyshred.models.sequence_models.lstm_model module pyshred.models.sequence_models.transformer_model module pyshred.models.shred module pyshred.objects module pyshred.objects.dataset module pyshred.objects.sindy module pyshred.processor module pyshred.processor.data_manager module pyshred.processor.parametric_data_manager module pyshred.processor.utils module

R

recenter() (pyshred.objects.sindy.E_SINDy method) (pyshred.objects.sindy.SINDy method)

S

sensor_to_latent() (pyshred.engine.engine.SHREDEngine method) (pyshred.engine.parametric_engine.ParametricSHREDEngine method) SHRED (class in pyshred.models.shred)

SHREDEngine (class in pyshred.engine.engine) SINDy (class in pyshred.objects.sindy) SINDy_Forecaster (class in pyshred.models.latent_forecaster_models.sindy)

T

thresholding() (pyshred.objects.sindy.E_SINDy method) (pyshred.objects.sindy.SINDy method)

TimeSeriesDataset (class in pyshred.objects.dataset) TRANSFORMER (class in pyshred.models.sequence_models.transformer_model)

U

UNET (class in pyshred.models.decoder_models.unet_model)