Index

_

__fom_method_selector() (in module mlfompy.plots)

C

check_anomalous_data() (in module mlfompy.auxiliar) check_current_stability() (in module mlfompy.auxiliar) check_empty_files() (in module mlfompy.auxiliar) check_iv_dd_curve() (in module mlfompy.auxiliar)

complete_maps_with_zeros() (in module mlfompy.auxiliar) configure_optimizers() (mlfompy.ml_models.mlp_mgg_fom method) (mlfompy.ml_models.mlp_mgg_iv method) CustomDataset (class in mlfompy.ml_models)

D

dd_on_current() (in module mlfompy.extraction_methods)

E

extraction_ioff_plot() (in module mlfompy.plots) extraction_ion_plot() (in module mlfompy.plots) extraction_method_plot() (in module mlfompy.plots)

extraction_ss_plot() (in module mlfompy.plots) extraction_vth_cc_plot() (in module mlfompy.plots) extraction_vth_le_plot() (in module mlfompy.plots) extraction_vth_sd_plot() (in module mlfompy.plots)

F

fom_correlation() (in module mlfompy.plots) fom_to_json() (in module mlfompy.output_files)

forward() (mlfompy.ml_models.mlp_mgg_fom method) (mlfompy.ml_models.mlp_mgg_iv method)

G

generate_dataloaders() (in module mlfompy.ml_train_exp) get_directories() (in module mlfompy.auxiliar)

get_n_sims() (mlfompy.mlfompy_dataset.MLFoMpyDataset method) get_n_sims_dd() (mlfompy.mlfompy_dataset.MLFoMpyDataset method) get_n_sims_mc() (mlfompy.mlfompy_dataset.MLFoMpyDataset method)

H

hist() (in module mlfompy.plots)

hist_kde() (in module mlfompy.plots)

I

import_from_local_repo() (in module mlfompy.parser) import_from_nextcloud_repo() (in module mlfompy.parser) init_weights_he() (mlfompy.ml_models.mlp_mgg_iv method) init_weights_normal() (mlfompy.ml_models.mlp_mgg_fom method) (mlfompy.ml_models.mlp_mgg_iv method) init_weights_xavier() (mlfompy.ml_models.mlp_mgg_iv method) input_output_fom_select() (in module mlfompy.ml_train_exp) input_output_iv() (in module mlfompy.ml_train_exp)

iv_curve() (in module mlfompy.parser) iv_curve_dd_filter() (in module mlfompy.auxiliar) iv_curves_simulation_prediction() (in module mlfompy.plots) iv_fom_to_json() (in module mlfompy.output_files) iv_from_files() (in module mlfompy.parser) iv_from_JCJB() (in module mlfompy.parser) iv_from_MC() (in module mlfompy.parser) iv_interpolation() (in module mlfompy.auxiliar)

L

ler_finetune_model() (in module mlfompy.ml_train_exp)

ler_train_model() (in module mlfompy.ml_train_exp)

M

mc_on_current() (in module mlfompy.extraction_methods) mgg_train_test_fom() (in module mlfompy.ml_train_exp) mgg_train_test_iv() (in module mlfompy.ml_train_exp) ML_fom_iv_to_json_mgg() (in module mlfompy.output_files) ML_fom_to_json_ler() (in module mlfompy.output_files) ML_fom_to_json_mgg() (in module mlfompy.output_files) mlfompy.auxiliar module mlfompy.extraction_methods module mlfompy.ml_models module mlfompy.ml_train_exp module mlfompy.mlfompy_dataset module mlfompy.output_files module

mlfompy.parser module mlfompy.plots module MLFoMpyDataset (class in mlfompy.mlfompy_dataset) mlp_mgg_fom (class in mlfompy.ml_models) mlp_mgg_iv (class in mlfompy.ml_models) module mlfompy.auxiliar mlfompy.extraction_methods mlfompy.ml_models mlfompy.ml_train_exp mlfompy.mlfompy_dataset mlfompy.output_files mlfompy.parser mlfompy.plots

N

n_sims (mlfompy.mlfompy_dataset.MLFoMpyDataset property)

n_sims_dd (mlfompy.mlfompy_dataset.MLFoMpyDataset property) n_sims_mc (mlfompy.mlfompy_dataset.MLFoMpyDataset property)

O

off_current() (in module mlfompy.extraction_methods)

P

pca_features_reduction() (in module mlfompy.ml_train_exp) prediction_versus_simulation_plot() (in module mlfompy.plots) print_aux() (in module mlfompy.auxiliar) print_error() (in module mlfompy.auxiliar) print_fom_stats() (in module mlfompy.auxiliar)

print_out() (in module mlfompy.auxiliar) print_sanity_stats() (in module mlfompy.auxiliar) print_title() (in module mlfompy.auxiliar) print_warning() (in module mlfompy.auxiliar) profiles_comparison() (in module mlfompy.auxiliar)

S

save_json() (in module mlfompy.auxiliar) save_sk_model() (in module mlfompy.ml_train_exp)

scaler_to_data() (in module mlfompy.ml_train_exp) split_data() (in module mlfompy.ml_train_exp) subthreshold_slope() (in module mlfompy.extraction_methods)

T

test_step() (mlfompy.ml_models.mlp_mgg_fom method) (mlfompy.ml_models.mlp_mgg_iv method) threshold_voltage() (in module mlfompy.extraction_methods) threshold_voltage_cc_method() (in module mlfompy.extraction_methods)

threshold_voltage_le_method() (in module mlfompy.extraction_methods) threshold_voltage_sd_method() (in module mlfompy.extraction_methods) training_step() (mlfompy.ml_models.mlp_mgg_fom method) (mlfompy.ml_models.mlp_mgg_iv method)

U

untar_to_tmp() (in module mlfompy.auxiliar)

V

validation_step() (mlfompy.ml_models.mlp_mgg_fom method) (mlfompy.ml_models.mlp_mgg_iv method)