Index

A

ArchArgs (class in KnowIt.default_archs.LSTM)

available_archs() (KnowIt.knowit.KnowIt method) available_datasets() (KnowIt.knowit.KnowIt method)

B

BaseDataset (class in KnowIt.data.base_dataset)

BaseTrainer (class in KnowIt.trainer.base_trainer)

C

classify() (KnowIt.default_archs.CNN.FinalBlock method), [1] (KnowIt.default_archs.TCN.FinalBlock method), [1] ClipRightPad (class in KnowIt.default_archs.TCN) complies() (in module KnowIt.setup.import_custom_arch) configure_optimizers() (KnowIt.trainer.model_config.PLModel method) consolidate_sweep() (KnowIt.knowit.KnowIt method)

ContinueTraining (class in KnowIt.trainer.trainer_states) ConvBlock (class in KnowIt.default_archs.CNN) (class in KnowIt.default_archs.TCN) CustomClassificationDataset (class in KnowIt.data.prepared_dataset) CustomDataset (class in KnowIt.data.prepared_dataset) CustomSampler (class in KnowIt.data.prepared_dataset) CustomTrainer (class in KnowIt.trainer.trainer_states)

D

DataExtractor (class in KnowIt.data.base_dataset) DataScaler (class in KnowIt.data.data_scaling)

DataSplitter (class in KnowIt.data.data_splitting) DeepL (class in KnowIt.interpret.DL_Captum) DLS (class in KnowIt.interpret.DLS_Captum)

E

evaluate_fitted_model() (KnowIt.trainer.trainer.KITrainer method) evaluate_model() (KnowIt.trainer.trainer_states.ContinueTraining method) (KnowIt.trainer.trainer_states.EvaluateOnly method) (KnowIt.trainer.trainer_states.TrainNew method)

EvaluateOnly (class in KnowIt.trainer.trainer_states)

F

FeatureAttribution (class in KnowIt.interpret.featureattr) fetch_input_points_manually() (KnowIt.data.prepared_dataset.PreparedDataset method) FinalBlock (class in KnowIt.default_archs.CNN) (class in KnowIt.default_archs.TCN) fit() (KnowIt.data.data_scaling.LinScale method) (KnowIt.data.data_scaling.NoScale method) (KnowIt.data.data_scaling.ZScale method) (KnowIt.trainer.trainer.KITrainer method) fit_model() (KnowIt.trainer.trainer_states.ContinueTraining method) (KnowIt.trainer.trainer_states.TrainNew method) force_reset() (KnowIt.default_archs.LSTMv2.Model method) forward() (KnowIt.default_archs.CNN.ConvBlock method), [1] (KnowIt.default_archs.CNN.FinalBlock method), [1] (KnowIt.default_archs.CNN.Model method) (KnowIt.default_archs.LSTM.Model method) (KnowIt.default_archs.LSTMv2.LSTMBlock method) (KnowIt.default_archs.LSTMv2.Model method) (KnowIt.default_archs.MLP.HiddenBlock method) (KnowIt.default_archs.MLP.Model method) (KnowIt.default_archs.TCN.ClipRightPad method), [1] (KnowIt.default_archs.TCN.ConvBlock method), [1] (KnowIt.default_archs.TCN.FinalBlock method), [1] (KnowIt.default_archs.TCN.Model method)

from_df() (KnowIt.data.base_dataset.BaseDataset class method) from_path() (KnowIt.data.base_dataset.BaseDataset class method) from_raw() (KnowIt.data.base_dataset.BaseDataset class method)

G

generate_baseline_from_data() (KnowIt.interpret.DL_Captum.DeepL method) (KnowIt.interpret.DLS_Captum.DLS method) (KnowIt.interpret.IntegratedGrad_Captum.IntegratedGrad method) generate_predictions() (KnowIt.knowit.KnowIt method) get_dataloader() (KnowIt.data.prepared_dataset.PreparedDataset method) get_dataset() (KnowIt.data.prepared_dataset.PreparedDataset method) get_extractor() (KnowIt.data.base_dataset.BaseDataset method) get_interpretation_inx() (in module KnowIt.setup.select_interpretation_points)

get_ist_values() (KnowIt.data.prepared_dataset.PreparedDataset method) get_new_data() (KnowIt.data.raw_data_coversion.RawDataConverter method) get_output_activation() (in module KnowIt.default_archs.LSTM) (in module KnowIt.default_archs.LSTMv2) get_predictions() (in module KnowIt.setup.select_interpretation_points) get_scalers() (KnowIt.data.data_scaling.DataScaler method) get_selection() (KnowIt.data.data_splitting.DataSplitter method) global_args() (KnowIt.knowit.KnowIt method)

H

HiddenBlock (class in KnowIt.default_archs.MLP)

I

import_arch() (KnowIt.knowit.KnowIt method) import_custom_arch() (in module KnowIt.setup.import_custom_arch) import_dataset() (KnowIt.knowit.KnowIt method) init_mod() (in module KnowIt.default_archs.CNN) (in module KnowIt.default_archs.TCN) initialize() (KnowIt.default_archs.LSTM.InternalState method) instance() (KnowIt.data.base_dataset.DataExtractor method) IntegratedGrad (class in KnowIt.interpret.IntegratedGrad_Captum)

Internal (class in KnowIt.default_archs.LSTM) InternalState (class in KnowIt.default_archs.LSTM) interpret() (KnowIt.interpret.DL_Captum.DeepL method) (KnowIt.interpret.DLS_Captum.DLS method) (KnowIt.interpret.IntegratedGrad_Captum.IntegratedGrad method) interpret_model() (KnowIt.knowit.KnowIt method) inverse_transform() (KnowIt.data.data_scaling.LinScale method) (KnowIt.data.data_scaling.NoScale method) (KnowIt.data.data_scaling.ZScale method)

K

KIInterpreter (class in KnowIt.interpret.interpreter) KITrainer (class in KnowIt.trainer.trainer) KnowIt module KnowIt (class in KnowIt.knowit) KnowIt.data module KnowIt.data.base_dataset module KnowIt.data.data_scaling module KnowIt.data.data_splitting module KnowIt.data.prepared_dataset module KnowIt.data.raw_data_coversion module KnowIt.default_archs module KnowIt.default_archs.CNN module KnowIt.default_archs.LSTM module KnowIt.default_archs.LSTMv2 module KnowIt.default_archs.MLP module KnowIt.default_archs.TCN module KnowIt.interpret module

KnowIt.interpret.DL_Captum module KnowIt.interpret.DLS_Captum module KnowIt.interpret.featureattr module KnowIt.interpret.IntegratedGrad_Captum module KnowIt.interpret.interpreter module KnowIt.knowit module KnowIt.setup module KnowIt.setup.import_custom_arch module KnowIt.setup.select_interpretation_points module KnowIt.setup.setup_action_args module KnowIt.setup.setup_weighted_cross_entropy module KnowIt.trainer module KnowIt.trainer.base_trainer module KnowIt.trainer.model_config module KnowIt.trainer.trainer module KnowIt.trainer.trainer_states module

L

LinScale (class in KnowIt.data.data_scaling)

LSTMBlock (class in KnowIt.default_archs.LSTMv2)

M

Model (class in KnowIt.default_archs.CNN) (class in KnowIt.default_archs.LSTM) (class in KnowIt.default_archs.LSTMv2) (class in KnowIt.default_archs.MLP) (class in KnowIt.default_archs.TCN) module KnowIt KnowIt.data KnowIt.data.base_dataset KnowIt.data.data_scaling KnowIt.data.data_splitting KnowIt.data.prepared_dataset KnowIt.data.raw_data_coversion KnowIt.default_archs KnowIt.default_archs.CNN KnowIt.default_archs.LSTM KnowIt.default_archs.LSTMv2 KnowIt.default_archs.MLP KnowIt.default_archs.TCN KnowIt.interpret KnowIt.interpret.DL_Captum KnowIt.interpret.DLS_Captum KnowIt.interpret.featureattr KnowIt.interpret.IntegratedGrad_Captum KnowIt.interpret.interpreter KnowIt.knowit KnowIt.setup KnowIt.setup.import_custom_arch KnowIt.setup.select_interpretation_points KnowIt.setup.setup_action_args KnowIt.setup.setup_weighted_cross_entropy KnowIt.trainer KnowIt.trainer.base_trainer KnowIt.trainer.model_config KnowIt.trainer.trainer KnowIt.trainer.trainer_states

N

NoScale (class in KnowIt.data.data_scaling)

O

on_predict_batch_start() (KnowIt.trainer.model_config.PLModel method) on_test_batch_start() (KnowIt.trainer.model_config.PLModel method) on_train_batch_start() (KnowIt.trainer.model_config.PLModel method)

on_train_epoch_end() (KnowIt.trainer.model_config.PLModel method) on_train_epoch_start() (KnowIt.trainer.model_config.PLModel method) on_validation_batch_start() (KnowIt.trainer.model_config.PLModel method) on_validation_epoch_start() (KnowIt.trainer.model_config.PLModel method)

P

PLModel (class in KnowIt.trainer.model_config)

PreparedDataset (class in KnowIt.data.prepared_dataset) proc_weighted_cross_entropy() (in module KnowIt.setup.setup_weighted_cross_entropy)

R

RawDataConverter (class in KnowIt.data.raw_data_coversion) regress() (KnowIt.default_archs.CNN.FinalBlock method), [1] (KnowIt.default_archs.TCN.FinalBlock method), [1]

reset_states() (KnowIt.default_archs.LSTMv2.LSTMBlock method) run_model_eval() (KnowIt.knowit.KnowIt method)

S

set_epoch() (KnowIt.data.prepared_dataset.CustomSampler method) setup_relevant_args() (in module KnowIt.setup.setup_action_args)

setup_type_args() (in module KnowIt.setup.setup_action_args) slice() (KnowIt.data.base_dataset.DataExtractor method) summarize_dataset() (KnowIt.knowit.KnowIt method)

T

test_step() (KnowIt.trainer.model_config.PLModel method) time_block() (KnowIt.data.base_dataset.DataExtractor method) time_step() (KnowIt.data.base_dataset.DataExtractor method) train_model() (KnowIt.knowit.KnowIt method) train_model_from_yaml() (KnowIt.knowit.KnowIt method)

training_step() (KnowIt.trainer.model_config.PLModel method) TrainNew (class in KnowIt.trainer.trainer_states) transform() (KnowIt.data.data_scaling.LinScale method) (KnowIt.data.data_scaling.NoScale method) (KnowIt.data.data_scaling.ZScale method)

U

update() (KnowIt.default_archs.LSTM.InternalState method)

update_states() (KnowIt.default_archs.LSTMv2.Model method)

V

validation_step() (KnowIt.trainer.model_config.PLModel method)

Z

ZScale (class in KnowIt.data.data_scaling)