Index

_

__call__() (MLModel method)

A

AdamW (class in emicroml.modelling.optimizers)

add_module() (MLModel method) apply() (MLModel method)

B

BaseLRScheduler (class in emicroml.modelling.lr.schedulers) BaseMLOptimizer (class in emicroml.modelling.optimizers)

bfloat16() (MLModel method) buffers() (MLModel method)

C

children() (MLModel method) combine_ml_dataset_files() (in module emicroml.modelling.cbed.distortion.estimation) compile() (MLModel method) Constant (class in emicroml.modelling.lr.schedulers) core_attrs (AdamW property) (BaseLRScheduler property) (BaseMLOptimizer property) (Constant property) (CosineAnnealingWithWarmRestarts property) (DefaultCBEDPatternGenerator property) (DefaultDistortionModelGenerator property) (Exponential property) (Generic property), [1] (Linear property) (LRSchedulerManager property) (MLDataset property) (MLDatasetManager property) (MLModel property) (MLModelTester property) (MLModelTrainer property) (Nonsequential property) (ReduceOnPlateau property) (Sequential property) (SGD property)

CosineAnnealingWithWarmRestarts (class in emicroml.modelling.lr.schedulers) cpu() (MLModel method) cuda() (MLModel method)

D

de_pre_serialization_funcs (AdamW property) (BaseLRScheduler property) (BaseMLOptimizer property) (Constant property) (CosineAnnealingWithWarmRestarts property) (DefaultCBEDPatternGenerator property) (DefaultDistortionModelGenerator property) (Exponential property) (Generic property), [1] (Linear property) (LRSchedulerManager property) (MLDataset property) (MLDatasetManager property) (MLModelTester property) (MLModelTrainer property) (Nonsequential property) (ReduceOnPlateau property) (Sequential property) (SGD property) de_pre_serialize() (AdamW class method) (BaseLRScheduler class method) (BaseMLOptimizer class method) (Constant class method) (CosineAnnealingWithWarmRestarts class method) (DefaultCBEDPatternGenerator class method) (DefaultDistortionModelGenerator class method) (Exponential class method) (Generic class method), [1] (Linear class method) (LRSchedulerManager class method) (MLDataset class method) (MLDatasetManager class method) (MLModelTester class method) (MLModelTrainer class method) (Nonsequential class method) (ReduceOnPlateau class method) (Sequential class method) (SGD class method) DefaultCBEDPatternGenerator (class in emicroml.modelling.cbed.distortion.estimation)

DefaultDistortionModelGenerator (class in emicroml.modelling.cbed.distortion.estimation) double() (MLModel method) dump() (AdamW method) (BaseLRScheduler method) (BaseMLOptimizer method) (Constant method) (CosineAnnealingWithWarmRestarts method) (DefaultCBEDPatternGenerator method) (DefaultDistortionModelGenerator method) (Exponential method) (Generic method), [1] (Linear method) (LRSchedulerManager method) (MLDataset method) (MLDatasetManager method) (MLModelTester method) (MLModelTrainer method) (Nonsequential method) (ReduceOnPlateau method) (Sequential method) (SGD method) dumps() (AdamW method) (BaseLRScheduler method) (BaseMLOptimizer method) (Constant method) (CosineAnnealingWithWarmRestarts method) (DefaultCBEDPatternGenerator method) (DefaultDistortionModelGenerator method) (Exponential method) (Generic method), [1] (Linear method) (LRSchedulerManager method) (MLDataset method) (MLDatasetManager method) (MLModelTester method) (MLModelTrainer method) (Nonsequential method) (ReduceOnPlateau method) (Sequential method) (SGD method)

E

emicroml module emicroml.modelling module emicroml.modelling.cbed module emicroml.modelling.cbed.distortion module emicroml.modelling.cbed.distortion.estimation module

emicroml.modelling.lr module emicroml.modelling.lr.schedulers module emicroml.modelling.optimizers module emicroml.version module eval() (MLModel method) Exponential (class in emicroml.modelling.lr.schedulers) extra_repr() (MLModel method)

F

float() (MLModel method)

forward() (MLModel method)

G

generate() (DefaultCBEDPatternGenerator method) (DefaultDistortionModelGenerator method) generate_and_save_ml_dataset() (in module emicroml.modelling.cbed.distortion.estimation) Generic (class in emicroml.modelling.lr.schedulers) (class in emicroml.modelling.optimizers) get_buffer() (MLModel method) get_core_attrs() (AdamW method) (BaseLRScheduler method) (BaseMLOptimizer method) (Constant method) (CosineAnnealingWithWarmRestarts method) (DefaultCBEDPatternGenerator method) (DefaultDistortionModelGenerator method) (Exponential method) (Generic method), [1] (Linear method) (LRSchedulerManager method) (MLDataset method) (MLDatasetManager method) (MLModel method) (MLModelTester method) (MLModelTrainer method) (Nonsequential method) (ReduceOnPlateau method) (Sequential method) (SGD method) get_de_pre_serialization_funcs() (AdamW class method) (BaseLRScheduler class method) (BaseMLOptimizer class method) (Constant class method) (CosineAnnealingWithWarmRestarts class method) (DefaultCBEDPatternGenerator class method) (DefaultDistortionModelGenerator class method) (Exponential class method) (Generic class method), [1] (Linear class method) (LRSchedulerManager class method) (MLDataset class method) (MLDatasetManager class method) (MLModelTester class method) (MLModelTrainer class method) (Nonsequential class method) (ReduceOnPlateau class method) (Sequential class method) (SGD class method)

get_extra_state() (MLModel method) get_ml_data_instances() (MLDataset method) get_ml_data_instances_as_signals() (MLDataset method) get_parameter() (MLModel method) get_pre_serialization_funcs() (AdamW class method) (BaseLRScheduler class method) (BaseMLOptimizer class method) (Constant class method) (CosineAnnealingWithWarmRestarts class method) (DefaultCBEDPatternGenerator class method) (DefaultDistortionModelGenerator class method) (Exponential class method) (Generic class method), [1] (Linear class method) (LRSchedulerManager class method) (MLDataset class method) (MLDatasetManager class method) (MLModelTester class method) (MLModelTrainer class method) (Nonsequential class method) (ReduceOnPlateau class method) (Sequential class method) (SGD class method) get_submodule() (MLModel method) get_validation_and_conversion_funcs() (AdamW class method) (BaseLRScheduler class method) (BaseMLOptimizer class method) (Constant class method) (CosineAnnealingWithWarmRestarts class method) (DefaultCBEDPatternGenerator class method) (DefaultDistortionModelGenerator class method) (Exponential class method) (Generic class method), [1] (Linear class method) (LRSchedulerManager class method) (MLDataset class method) (MLDatasetManager class method) (MLModelTester class method) (MLModelTrainer class method) (Nonsequential class method) (ReduceOnPlateau class method) (Sequential class method) (SGD class method)

H

half() (MLModel method)

I

ipu() (MLModel method)

L

Linear (class in emicroml.modelling.lr.schedulers) load() (AdamW class method) (BaseLRScheduler class method) (BaseMLOptimizer class method) (Constant class method) (CosineAnnealingWithWarmRestarts class method) (DefaultCBEDPatternGenerator class method) (DefaultDistortionModelGenerator class method) (Exponential class method) (Generic class method), [1] (Linear class method) (LRSchedulerManager class method) (MLDataset class method) (MLDatasetManager class method) (MLModelTester class method) (MLModelTrainer class method) (Nonsequential class method) (ReduceOnPlateau class method) (Sequential class method) (SGD class method) load_ml_model_from_file() (in module emicroml.modelling.cbed.distortion.estimation)

load_ml_model_from_state_dict() (in module emicroml.modelling.cbed.distortion.estimation) load_state_dict() (MLModel method) loads() (AdamW class method) (BaseLRScheduler class method) (BaseMLOptimizer class method) (Constant class method) (CosineAnnealingWithWarmRestarts class method) (DefaultCBEDPatternGenerator class method) (DefaultDistortionModelGenerator class method) (Exponential class method) (Generic class method), [1] (Linear class method) (LRSchedulerManager class method) (MLDataset class method) (MLDatasetManager class method) (MLModelTester class method) (MLModelTrainer class method) (Nonsequential class method) (ReduceOnPlateau class method) (Sequential class method) (SGD class method) LRSchedulerManager (class in emicroml.modelling.lr)

M

make_predictions() (MLModel method) max_num_disks_in_any_cbed_pattern (MLDataset property) ml_data_dict_to_distortion_models() (in module emicroml.modelling.cbed.distortion.estimation) ml_data_dict_to_signals() (in module emicroml.modelling.cbed.distortion.estimation) MLDataset (class in emicroml.modelling.cbed.distortion.estimation) MLDatasetManager (class in emicroml.modelling.cbed.distortion.estimation) MLModel (class in emicroml.modelling.cbed.distortion.estimation) MLModelTester (class in emicroml.modelling.cbed.distortion.estimation) MLModelTrainer (class in emicroml.modelling.cbed.distortion.estimation) module emicroml emicroml.modelling emicroml.modelling.cbed emicroml.modelling.cbed.distortion emicroml.modelling.cbed.distortion.estimation emicroml.modelling.lr emicroml.modelling.lr.schedulers emicroml.modelling.optimizers emicroml.version

modules() (MLModel method) mtia() (MLModel method)

N

named_buffers() (MLModel method) named_children() (MLModel method) named_modules() (MLModel method) named_parameters() (MLModel method)

Nonsequential (class in emicroml.modelling.lr.schedulers) normalization_biases (MLDataset property) normalization_weights (MLDataset property) normalize_normalizable_elems_in_ml_data_dict() (in module emicroml.modelling.cbed.distortion.estimation) num_pixels_across_each_cbed_pattern (MLDataset property)

P

parameters() (MLModel method) pre_serialization_funcs (AdamW property) (BaseLRScheduler property) (BaseMLOptimizer property) (Constant property) (CosineAnnealingWithWarmRestarts property) (DefaultCBEDPatternGenerator property) (DefaultDistortionModelGenerator property) (Exponential property) (Generic property), [1] (Linear property) (LRSchedulerManager property) (MLDataset property) (MLDatasetManager property) (MLModelTester property) (MLModelTrainer property) (Nonsequential property) (ReduceOnPlateau property) (Sequential property) (SGD property)

pre_serialize() (AdamW method) (BaseLRScheduler method) (BaseMLOptimizer method) (Constant method) (CosineAnnealingWithWarmRestarts method) (DefaultCBEDPatternGenerator method) (DefaultDistortionModelGenerator method) (Exponential method) (Generic method), [1] (Linear method) (LRSchedulerManager method) (MLDataset method) (MLDatasetManager method) (MLModelTester method) (MLModelTrainer method) (Nonsequential method) (ReduceOnPlateau method) (Sequential method) (SGD method) predict_distortion_models() (MLModel method)

R

ReduceOnPlateau (class in emicroml.modelling.lr.schedulers) register_backward_hook() (MLModel method) register_buffer() (MLModel method) register_forward_hook() (MLModel method) register_forward_pre_hook() (MLModel method) register_full_backward_hook() (MLModel method) register_full_backward_pre_hook() (MLModel method)

register_load_state_dict_post_hook() (MLModel method) register_load_state_dict_pre_hook() (MLModel method) register_module() (MLModel method) register_parameter() (MLModel method) register_state_dict_post_hook() (MLModel method) register_state_dict_pre_hook() (MLModel method) requires_grad_() (MLModel method)

S

Sequential (class in emicroml.modelling.lr.schedulers) set_extra_state() (MLModel method) set_submodule() (MLModel method)

SGD (class in emicroml.modelling.optimizers) share_memory() (MLModel method) split_ml_dataset_file() (in module emicroml.modelling.cbed.distortion.estimation) state_dict() (MLModel method)

T

test_ml_model() (MLModelTester method) to() (MLModel method) to_empty() (MLModel method) total_num_steps (BaseLRScheduler property) (Constant property) (CosineAnnealingWithWarmRestarts property) (Exponential property) (Generic property) (Linear property) (LRSchedulerManager property) (Nonsequential property) (ReduceOnPlateau property) (Sequential property)

train() (MLModel method) train_ml_model() (MLModelTrainer method) type() (MLModel method)

U

unnormalize_normalizable_elems_in_ml_data_dict() (in module emicroml.modelling.cbed.distortion.estimation) update() (AdamW method) (BaseLRScheduler method) (BaseMLOptimizer method) (Constant method) (CosineAnnealingWithWarmRestarts method) (DefaultCBEDPatternGenerator method) (DefaultDistortionModelGenerator method) (Exponential method) (Generic method), [1] (Linear method) (LRSchedulerManager method) (MLDataset method) (MLDatasetManager method) (MLModelTester method) (MLModelTrainer method) (Nonsequential method) (ReduceOnPlateau method) (Sequential method) (SGD method)

V

validation_and_conversion_funcs (AdamW property) (BaseLRScheduler property) (BaseMLOptimizer property) (Constant property) (CosineAnnealingWithWarmRestarts property) (DefaultCBEDPatternGenerator property) (DefaultDistortionModelGenerator property) (Exponential property) (Generic property), [1] (Linear property) (LRSchedulerManager property) (MLDataset property) (MLDatasetManager property) (MLModelTester property) (MLModelTrainer property) (Nonsequential property) (ReduceOnPlateau property) (Sequential property) (SGD property)

X

xpu() (MLModel method)

Z

zero_grad() (MLModel method)