Index

_

__handle_parameters() (in module stouputils.parallel) _abc_impl (ZipExtFileOverride attribute) _add_suffix() (ImageDatasetAugmentation method) _all_layers (ProgressiveUnfreezing attribute) _asdict() (_RangeTupleBase method) (ProcessingTechnique method) _field_defaults (_RangeTupleBase attribute) (ProcessingTechnique attribute) _fields (_RangeTupleBase attribute) (ProcessingTechnique attribute) _find_best_learning_rate() (AbstractModel method) (ModelInterface method) _find_best_learning_rate_subprocess() (AbstractModel method) (BaseKeras method) _find_best_unfreeze_percentage() (ModelInterface method) _find_best_unfreeze_percentage_subprocess() (AbstractModel method) (BaseKeras method) _fit() (AbstractModel method) (BaseKeras method) _get_architectures() (AbstractModel method) (BaseKeras method) _get_base_model() (AbstractModel method) _get_callbacks() (AbstractModel method) (BaseKeras method) _get_fold_split() (ModelInterface method) _get_loss() (AbstractModel method) (BaseKeras method) _get_metrics() (AbstractModel method) (BaseKeras method) _get_num_classes() (Dataset method) _get_optimizer() (AbstractModel method) (BaseKeras method) _get_total_layers() (ModelInterface method)

_get_transfer_learning_weights() (ModelInterface method) _initial_trainable (ProgressiveUnfreezing attribute) _initial_weights (ProgressiveUnfreezing attribute) _last_update_step (ProgressiveUnfreezing attribute) _load_folder() (GroupingStrategy static method) _log_final_model() (AbstractModel method) (BaseKeras method) _log_metrics() (ModelInterface method) _log_parameters() (ModelInterface method) _make() (_RangeTupleBase class method) (ProcessingTechnique class method) _RangeTupleBase (class in stouputils.data_science.range_tuple) _replace() (_RangeTupleBase method) (ProcessingTechnique method) _routine() (ModelInterface method) _set_class_weight() (ModelInterface method) _set_parameters() (ModelInterface method) _test_data (Dataset attribute) _track_loss() (ProgressiveUnfreezing method) _train_each_fold() (ModelInterface method) _train_final_model() (ModelInterface method) _train_fold() (AbstractModel method) (ModelInterface method) _train_subprocess() (AbstractModel method) (BaseKeras method) _training_data (Dataset attribute) _update_class_distribution() (Dataset method) _update_crc() (ZipExtFileOverride method) _update_layers() (ProgressiveUnfreezing method) _update_lr_and_track_metrics() (LearningRateFinder method) _val_data (Dataset attribute) _X (XyTuple attribute) _y (XyTuple attribute)

A

abstract() (in module stouputils.decorators) AbstractModel (class in stouputils.data_science.models.abstract_model) ADAPTIVE_DENOISE (RecommendedProcessingTechnique attribute) adaptive_denoise_image() (in module stouputils.data_science.data_processing.image.denoise) add_to_path() (in module stouputils.installer.main) add_to_path_linux() (in module stouputils.installer.linux) add_to_path_windows() (in module stouputils.installer.windows) additional_training_data (ModelInterface attribute) all_curves() (MetricUtils static method) ALL_MODELS (in module stouputils.data_science.models.all) all_visualizations_for_image() (in module stouputils.data_science.models.keras_utils.visualizations) ALLOWLIST_FORMATS (in module stouputils.data_science.dataset.image_loader)

alpha (NextGenerationLoss attribute) alt_debug() (in module stouputils.print) apply() (ProcessingTechnique method) apply_techniques() (ImageDatasetPreprocess static method) ascii_only (TeeMultiOutput attribute) ask_install_type() (in module stouputils.installer.common) augment_dataset() (in module stouputils.data_science.scripts.augment_dataset) AUGMENTED_DIRECTORY_PREFIX (DataScienceConfig attribute) AUGMENTED_FILE_SUFFIX (DataScienceConfig attribute) augmented_files (XyTuple attribute) AUTO_CONTRAST (RecommendedProcessingTechnique attribute) auto_contrast_image() (in module stouputils.data_science.data_processing.image.auto_contrast) AXIS_FLIP (RecommendedProcessingTechnique attribute)

B

backup_cli() (in module stouputils.backup) base_model (ProgressiveUnfreezing attribute) BaseKeras (class in stouputils.data_science.models.base_keras) batch_count (ColoredProgressBar attribute) batch_size (ModelInterface attribute) best_loss (LearningRateFinder attribute) best_lr (LearningRateFinder attribute) beta_1 (ModelInterface attribute) beta_2 (ModelInterface attribute) BIAS_FIELD_CORRECTION (RecommendedProcessingTechnique attribute)

bias_field_correction_image() (in module stouputils.data_science.data_processing.image.bias_field_correction) BILATERAL_DENOISE (RecommendedProcessingTechnique attribute) bilateral_denoise_image() (in module stouputils.data_science.data_processing.image.denoise) BINARY_THRESHOLD (RecommendedProcessingTechnique attribute) binary_threshold_image() (in module stouputils.data_science.data_processing.image.binary_threshold) BLUR (RecommendedProcessingTechnique attribute) blur_image() (in module stouputils.data_science.data_processing.image.blur) breakpoint() (in module stouputils.print) BRIGHTNESS (RecommendedProcessingTechnique attribute) brightness_image() (in module stouputils.data_science.data_processing.image.brightness) build_package() (in module stouputils.continuous_delivery.pypi)

C

call() (NextGenerationLoss method) CANNY (RecommendedProcessingTechnique attribute) canny_image() (in module stouputils.data_science.data_processing.image.canny) check_admin_linux() (in module stouputils.installer.linux) check_admin_windows() (in module stouputils.installer.windows) check_dependencies() (in module stouputils.applications.automatic_docs) check_executable() (in module stouputils.installer.downloader) check_image() (in module stouputils.data_science.data_processing.image.common) CLAHE (RecommendedProcessingTechnique attribute) clahe_image() (in module stouputils.data_science.data_processing.image.clahe) class_distribution (Dataset attribute) class_evaluate() (AbstractModel method) (BaseKeras method) (ModelInterface method) class_load() (AbstractModel method) (BaseKeras method) (ModelInterface method) class_predict() (AbstractModel method) (BaseKeras method) class_routine() (ConvNeXtBase method) (ConvNeXtLarge method) (ConvNeXtSmall method) (ConvNeXtTiny method) (ConvNeXtXLarge method) (DenseNet121 method) (DenseNet169 method) (DenseNet201 method) (EfficientNetB0 method) (EfficientNetV2B0 method) (EfficientNetV2L method) (EfficientNetV2M method) (EfficientNetV2S method) (MobileNet method) (MobileNetV2 method) (MobileNetV3Large method) (MobileNetV3Small method) (ResNet101V2 method) (ResNet152V2 method) (ResNet50V2 method) (Sandbox method) (SqueezeNet method) (VGG16 method) (VGG19 method) (Xception method)

class_train() (AbstractModel method) (ModelInterface method) class_weight (ModelInterface attribute) clean_path() (in module stouputils.io) clean_version() (in module stouputils.continuous_delivery.cd_utils) color (ColoredProgressBar attribute) colored_for_loop() (in module stouputils.parallel) ColoredProgressBar (class in stouputils.data_science.models.keras_utils.callbacks.colored_progress_bar) common() (LogToFile static method) CONCATENATE (GroupingStrategy attribute) Config (class in stouputils.applications.upscaler.config) confusion_matrix() (MetricUtils static method) consolidate_backups() (in module stouputils.backup) CONTRAST (RecommendedProcessingTechnique attribute) contrast_image() (in module stouputils.data_science.data_processing.image.contrast) convert_frame() (in module stouputils.applications.upscaler.image) convert_to_class_indices() (Utils static method) convert_to_one_hot() (Utils static method) ConvNeXtBase (class in stouputils.data_science.models.keras.convnext) ConvNeXtLarge (class in stouputils.data_science.models.keras.convnext) ConvNeXtSmall (class in stouputils.data_science.models.keras.convnext) ConvNeXtTiny (class in stouputils.data_science.models.keras.convnext) ConvNeXtXLarge (class in stouputils.data_science.models.keras.convnext) create_delta_backup() (in module stouputils.backup) create_release() (in module stouputils.continuous_delivery.github) create_subset() (XyTuple method) create_tag() (in module stouputils.continuous_delivery.github) create_temp_dir_for_not_upscaled() (in module stouputils.applications.upscaler.image) create_visualization_overlay() (in module stouputils.data_science.models.keras_utils.visualizations) CURVATURE_FLOW_FILTER (RecommendedProcessingTechnique attribute) curvature_flow_filter_image() (in module stouputils.data_science.data_processing.image.curvature_flow_filter) custom (ProcessingTechnique attribute) custom_architecture() (Sandbox method)

D

DATA_FOLDER (DataScienceConfig attribute) DataScienceConfig (class in stouputils.data_science.config.set) Dataset (class in stouputils.data_science.dataset.dataset) DatasetLoader (class in stouputils.data_science.dataset.dataset_loader) debug() (in module stouputils.print) default (_RangeTupleBase attribute) (RangeTuple attribute) DEFAULT_IMAGE_KWARGS (in module stouputils.data_science.dataset.dataset) delete_existing_release() (in module stouputils.continuous_delivery.github) delete_existing_tag() (in module stouputils.continuous_delivery.github)

DenseNet121 (class in stouputils.data_science.models.keras.densenet) DenseNet169 (class in stouputils.data_science.models.keras.densenet) DenseNet201 (class in stouputils.data_science.models.keras.densenet) deprecated() (in module stouputils.decorators) desc (ColoredProgressBar attribute) deterministic() (ProcessingTechnique method) DO_FIT_IN_SUBPROCESS (DataScienceConfig attribute) DO_LEARNING_RATE_FINDER (DataScienceConfig attribute) DO_SALIENCY_AND_GRADCAM (DataScienceConfig attribute) DO_UNFREEZE_FINDER (DataScienceConfig attribute) download_executable() (in module stouputils.installer.downloader)

E

early_stop_patience (ModelInterface attribute) EfficientNetB0 (class in stouputils.data_science.models.keras.efficientnet) EfficientNetV2B0 (class in stouputils.data_science.models.keras.efficientnet) EfficientNetV2L (class in stouputils.data_science.models.keras.efficientnet) EfficientNetV2M (class in stouputils.data_science.models.keras.efficientnet) EfficientNetV2S (class in stouputils.data_science.models.keras.efficientnet) empty() (XyTuple static method) encoding (LogToFile attribute) (TeeMultiOutput property) epochs (ColoredProgressBar attribute) (ModelInterface attribute) (ProgressiveUnfreezing attribute)

error() (in module stouputils.print) ERROR_LOG (DataScienceConfig attribute) ERROR_TRACEBACK (LogLevels attribute) evaluate() (ModelInterface method) evaluation_results (ModelInterface attribute) exclude_augmented_images_from_val_test() (Dataset method) exhaustive_process() (in module stouputils.data_science.scripts.exhaustive_process) extract_archive() (in module stouputils.installer.main) extract_hash_from_zipinfo() (in module stouputils.backup)

F

f_scores() (MetricUtils static method) factor (ModelInterface attribute) FFMPEG_ARGS (Config attribute) FFMPEG_CHECK_HELP_TEXT (Config attribute) FFMPEG_EXECUTABLE (Config attribute) ffmpeg_executable_checked (Config attribute) FFMPEG_RELEASES (in module stouputils.applications.upscaler.config) FFPROBE_EXECUTABLE (Config attribute) file (LogToFile attribute) fileno() (TeeMultiOutput method) filepaths (XyTuple attribute) files (TeeMultiOutput attribute)

final_model (ModelInterface attribute) find_best_x_and_plot() (MetricUtils static method) find_last_conv_layer() (in module stouputils.data_science.models.keras_utils.visualizations) fine_tune_last_layers (ModelInterface attribute) fire_module() (in module stouputils.data_science.models.keras.squeezenet) fix_different_sizes() (GroupingStrategy static method) flip_image() (in module stouputils.data_science.data_processing.image.axis_flip) flush() (TeeMultiOutput method) force_raise_exception (in module stouputils.decorators) format_toml_lists() (in module stouputils.continuous_delivery.pyproject) fraction_unfrozen (ProgressiveUnfreezing attribute) from_path() (DatasetLoader static method)

G

generate_changelog() (in module stouputils.continuous_delivery.github) generate_documentation() (in module stouputils.applications.automatic_docs) generate_index_rst() (in module stouputils.applications.automatic_docs) generate_redirect_html() (in module stouputils.applications.automatic_docs) get_all_files() (in module stouputils.applications.upscaler.image) get_all_previous_backups() (in module stouputils.backup) get_artifact_path() (in module stouputils.data_science.mlflow_utils) get_best_run_by_metric() (in module stouputils.data_science.mlflow_utils) get_box_overlap_ratio() (in module stouputils.data_science.data_processing.prosthesis_detection) get_brightness_score() (in module stouputils.data_science.data_processing.prosthesis_detection) get_commits_since_tag() (in module stouputils.continuous_delivery.github) get_contrast_score() (in module stouputils.data_science.data_processing.prosthesis_detection) get_corners_distance() (in module stouputils.data_science.data_processing.prosthesis_detection) get_experiment_name() (Dataset method) get_file_hash() (in module stouputils.backup) get_files_recursively() (ImageDatasetPreprocess method) get_fracture_score() (in module stouputils.data_science.data_processing.prosthesis_detection) get_indices_from_originals() (XyTuple method) get_install_path() (in module stouputils.installer.main)

get_install_path_linux() (in module stouputils.installer.linux) get_install_path_windows() (in module stouputils.installer.windows) get_latest_tag() (in module stouputils.continuous_delivery.github) get_pr_curve_and_auc() (Utils static method) get_queue() (ImageDatasetAugmentation method) (ImageDatasetPreprocess method) get_recommended_bitrate() (in module stouputils.applications.upscaler.video) get_results() (ProgressiveUnfreezing method) get_roc_curve_and_auc() (Utils static method) get_root_path() (in module stouputils.io) get_runs_by_experiment_name() (in module stouputils.data_science.mlflow_utils) get_runs_by_model_name() (in module stouputils.data_science.mlflow_utils) get_sphinx_conf_content() (in module stouputils.applications.automatic_docs) get_version_from_pyproject() (in module stouputils.continuous_delivery.pyproject) get_versions_from_github() (in module stouputils.applications.automatic_docs) get_weights_path() (in module stouputils.data_science.mlflow_utils) get_wrapper_name() (in module stouputils.decorators) group_by_original() (XyTuple method) grouping_strategy (Dataset attribute) GroupingStrategy (class in stouputils.data_science.dataset.grouping_strategy)

H

handle_error() (in module stouputils.decorators) handle_existing_tag() (in module stouputils.continuous_delivery.github)

handle_response() (in module stouputils.continuous_delivery.cd_utils) histogram_equalization_image() (in module stouputils.data_science.data_processing.image.histogram_equalization) history (ModelInterface attribute)

I

ignore_lineup (LogToFile attribute) (TeeMultiOutput attribute) image_dataset_from_directory() (GroupingStrategy static method) image_resize() (in module stouputils.image) ImageDatasetAugmentation (class in stouputils.data_science.data_processing.image_augmentation) ImageDatasetPreprocess (class in stouputils.data_science.data_processing.image_preprocess) increment_version_from_input() (in module stouputils.continuous_delivery.pyproject) increment_version_from_pyproject() (in module stouputils.continuous_delivery.pyproject) info() (in module stouputils.print)

initial_lr (WarmupScheduler attribute) initial_warmup_lr (ModelInterface attribute) initial_weights (LearningRateFinder attribute) install_program() (in module stouputils.installer.main) INVERT (RecommendedProcessingTechnique attribute) invert_image() (in module stouputils.data_science.data_processing.image.invert) is_empty() (XyTuple method) is_file_in_any_previous_backup() (in module stouputils.backup) is_same_print() (in module stouputils.print) is_trained (ModelInterface attribute)

J

JPG_QUALITY (Config attribute)

K

keep_bright_enough_parts() (in module stouputils.data_science.data_processing.prosthesis_detection)

kfold (ModelInterface attribute) kfold_split() (XyTuple method)

L

labels (Dataset attribute) LAPLACIAN (RecommendedProcessingTechnique attribute) laplacian_image() (in module stouputils.data_science.data_processing.image.laplacian) latest_lr (ColoredProgressBar attribute) latest_val_loss (ColoredProgressBar attribute) launch_tests() (in module stouputils.all_doctests) learning_rate (ModelInterface attribute) learning_rates (LearningRateFinder attribute) LearningRateFinder (class in stouputils.data_science.models.keras_utils.callbacks.learning_rate_finder) load_credentials() (in module stouputils.continuous_delivery.cd_utils) load_images_from_directory() (in module stouputils.data_science.dataset.image_loader) load_model() (in module stouputils.data_science.mlflow_utils)

loading_type (Dataset attribute) log_history() (in module stouputils.data_science.mlflow_utils) LogLevels (class in stouputils.decorators) LOGS_FOLDER (DataScienceConfig attribute) LogToFile (class in stouputils.ctx) losses (LearningRateFinder attribute) (ProgressiveUnfreezing attribute) lr_finder_epochs (ModelInterface attribute) lr_finder_max_lr (ModelInterface attribute) lr_finder_min_lr (ModelInterface attribute) lr_finder_update_interval (ModelInterface attribute) lr_finder_update_per_epoch (ModelInterface attribute) lr_mult (LearningRateFinder attribute)

M

make_archive() (in module stouputils.archive) make_gradcam_heatmap() (in module stouputils.data_science.models.keras_utils.visualizations) make_saliency_map() (in module stouputils.data_science.models.keras_utils.visualizations) markdown_to_rst() (in module stouputils.applications.automatic_docs) matthews_correlation() (MetricUtils static method) max_lr (LearningRateFinder attribute) maxi (_RangeTupleBase attribute) (RangeTuple attribute) measure_time() (in module stouputils.decorators) MeasureTime (class in stouputils.ctx) MEDIAN_BLUR (RecommendedProcessingTechnique attribute) median_blur_image() (in module stouputils.data_science.data_processing.image.median_blur) message (MeasureTime attribute) metrics() (MetricUtils static method) MetricUtils (class in stouputils.data_science.metric_utils) min_delta (ModelInterface attribute) min_lr (LearningRateFinder attribute) (ModelInterface attribute) mini (_RangeTupleBase attribute) (RangeTuple attribute) MIXED_PRECISION_POLICY (DataScienceConfig attribute) MLFLOW_FOLDER (DataScienceConfig attribute) MLFLOW_URI (DataScienceConfig attribute) MobileNet (class in stouputils.data_science.models.keras.mobilenet) MobileNetV2 (class in stouputils.data_science.models.keras.mobilenet) MobileNetV3Large (class in stouputils.data_science.models.keras.mobilenet) MobileNetV3Small (class in stouputils.data_science.models.keras.mobilenet) mode (LogToFile attribute) model (in module stouputils.data_science.models.keras.convnext) (in module stouputils.data_science.models.keras.densenet) (in module stouputils.data_science.models.keras.efficientnet) (in module stouputils.data_science.models.keras.mobilenet) (in module stouputils.data_science.models.keras.resnet) (in module stouputils.data_science.models.keras.squeezenet) (in module stouputils.data_science.models.keras.vgg) (in module stouputils.data_science.models.keras.xception) (in module stouputils.data_science.models.sandbox) (LearningRateFinder attribute) (ProgressiveUnfreezing attribute) (WarmupScheduler attribute) model_checkpoint_delay (ModelInterface attribute) model_name (ModelInterface attribute) ModelCheckpointV2 (class in stouputils.data_science.models.keras_utils.callbacks.model_checkpoint_v2) ModelClassMap (class in stouputils.data_science.models.all) ModelInterface (class in stouputils.data_science.models.model_interface) module stouputils stouputils.all_doctests stouputils.applications stouputils.applications.automatic_docs stouputils.applications.upscaler stouputils.applications.upscaler.config stouputils.applications.upscaler.image stouputils.applications.upscaler.video stouputils.archive stouputils.backup stouputils.collections stouputils.continuous_delivery stouputils.continuous_delivery.cd_utils stouputils.continuous_delivery.github stouputils.continuous_delivery.pypi stouputils.continuous_delivery.pyproject stouputils.ctx stouputils.data_science stouputils.data_science.config stouputils.data_science.config.get stouputils.data_science.config.set stouputils.data_science.data_processing stouputils.data_science.data_processing.image stouputils.data_science.data_processing.image.auto_contrast stouputils.data_science.data_processing.image.axis_flip stouputils.data_science.data_processing.image.bias_field_correction stouputils.data_science.data_processing.image.binary_threshold stouputils.data_science.data_processing.image.blur stouputils.data_science.data_processing.image.brightness stouputils.data_science.data_processing.image.canny stouputils.data_science.data_processing.image.clahe stouputils.data_science.data_processing.image.common stouputils.data_science.data_processing.image.contrast stouputils.data_science.data_processing.image.curvature_flow_filter stouputils.data_science.data_processing.image.denoise stouputils.data_science.data_processing.image.histogram_equalization stouputils.data_science.data_processing.image.invert stouputils.data_science.data_processing.image.laplacian stouputils.data_science.data_processing.image.median_blur stouputils.data_science.data_processing.image.noise stouputils.data_science.data_processing.image.normalize stouputils.data_science.data_processing.image.random_erase stouputils.data_science.data_processing.image.resize stouputils.data_science.data_processing.image.rotation stouputils.data_science.data_processing.image.salt_pepper stouputils.data_science.data_processing.image.sharpening stouputils.data_science.data_processing.image.shearing stouputils.data_science.data_processing.image.threshold stouputils.data_science.data_processing.image.translation stouputils.data_science.data_processing.image.zoom stouputils.data_science.data_processing.image_augmentation stouputils.data_science.data_processing.image_preprocess stouputils.data_science.data_processing.prosthesis_detection stouputils.data_science.data_processing.technique stouputils.data_science.dataset stouputils.data_science.dataset.dataset stouputils.data_science.dataset.dataset_loader stouputils.data_science.dataset.grouping_strategy stouputils.data_science.dataset.image_loader stouputils.data_science.dataset.xy_tuple stouputils.data_science.metric_dictionnary stouputils.data_science.metric_utils stouputils.data_science.mlflow_utils stouputils.data_science.models stouputils.data_science.models.abstract_model stouputils.data_science.models.all stouputils.data_science.models.base_keras stouputils.data_science.models.keras stouputils.data_science.models.keras.all stouputils.data_science.models.keras.convnext stouputils.data_science.models.keras.densenet stouputils.data_science.models.keras.efficientnet stouputils.data_science.models.keras.mobilenet stouputils.data_science.models.keras.resnet stouputils.data_science.models.keras.squeezenet stouputils.data_science.models.keras.vgg stouputils.data_science.models.keras.xception stouputils.data_science.models.keras_utils stouputils.data_science.models.keras_utils.callbacks stouputils.data_science.models.keras_utils.callbacks.colored_progress_bar stouputils.data_science.models.keras_utils.callbacks.learning_rate_finder stouputils.data_science.models.keras_utils.callbacks.model_checkpoint_v2 stouputils.data_science.models.keras_utils.callbacks.progressive_unfreezing stouputils.data_science.models.keras_utils.callbacks.warmup_scheduler stouputils.data_science.models.keras_utils.losses stouputils.data_science.models.keras_utils.losses.next_generation_loss stouputils.data_science.models.keras_utils.visualizations stouputils.data_science.models.model_interface stouputils.data_science.models.sandbox stouputils.data_science.range_tuple stouputils.data_science.scripts stouputils.data_science.scripts.augment_dataset stouputils.data_science.scripts.exhaustive_process stouputils.data_science.scripts.preprocess_dataset stouputils.data_science.scripts.routine stouputils.data_science.utils stouputils.decorators stouputils.dont_look stouputils.dont_look.zip_file_override stouputils.image stouputils.installer stouputils.installer.common stouputils.installer.downloader stouputils.installer.linux stouputils.installer.main stouputils.installer.windows stouputils.io stouputils.parallel stouputils.print

Muffle (class in stouputils.ctx) multiprocessing() (in module stouputils.parallel) multithreading() (in module stouputils.parallel) mute_stderr (Muffle attribute)

N

n_samples (XyTuple property) name (Dataset attribute) (NextGenerationLoss attribute) (ProcessingTechnique attribute) NextGenerationLoss (class in stouputils.data_science.models.keras_utils.losses.next_generation_loss) NLM_DENOISE (RecommendedProcessingTechnique attribute) nlm_denoise_image() (in module stouputils.data_science.data_processing.image.denoise) NOISE (RecommendedProcessingTechnique attribute)

noise_image() (in module stouputils.data_science.data_processing.image.noise) NONE (GroupingStrategy attribute) (LogLevels attribute) NORMALIZE (RecommendedProcessingTechnique attribute) normalize_image() (in module stouputils.data_science.data_processing.image.normalize) ns (MeasureTime attribute) num_classes (Dataset attribute) (ModelInterface attribute)

O

on_batch_begin() (ProgressiveUnfreezing method) on_batch_end() (ColoredProgressBar method) (LearningRateFinder method) (ProgressiveUnfreezing method) on_epoch_begin() (ProgressiveUnfreezing method) (WarmupScheduler method) on_epoch_end() (ColoredProgressBar method) (LearningRateFinder method) (ProgressiveUnfreezing method) on_train_begin() (ColoredProgressBar method) (LearningRateFinder method) (ProgressiveUnfreezing method)

on_train_end() (ColoredProgressBar method) (LearningRateFinder method) (ProgressiveUnfreezing method) open() (ZipFileOverride method) original_dataset (Dataset attribute) original_stderr (LogToFile attribute) (Muffle attribute) original_stdout (LogToFile attribute) (Muffle attribute) override_params (ModelInterface attribute)

P

params (ColoredProgressBar attribute) path (LogToFile attribute) pbar (ColoredProgressBar attribute) perf_counter (MeasureTime attribute) plot_every_metric_curves() (MetricUtils static method) plot_metric_curves() (MetricUtils static method) pr_curve_and_auc() (MetricUtils static method) predict() (ModelInterface method) preprocess_dataset() (in module stouputils.data_science.scripts.preprocess_dataset)

PREPROCESSED_DIRECTORY_SUFFIX (DataScienceConfig attribute) print_func (MeasureTime attribute) probability (ProcessingTechnique attribute) process_dataset() (ImageDatasetPreprocess method) ProcessingTechnique (class in stouputils.data_science.data_processing.technique) progress() (in module stouputils.print) progressive_freeze (ProgressiveUnfreezing attribute) ProgressiveUnfreezing (class in stouputils.data_science.models.keras_utils.callbacks.progressive_unfreezing) prompt_for_path() (in module stouputils.installer.common) pypi_full_routine() (in module stouputils.continuous_delivery.pypi)

R

RAISE_EXCEPTION (LogLevels attribute) random() (RangeTuple method) RANDOM_ERASE (RecommendedProcessingTechnique attribute) random_erase_image() (in module stouputils.data_science.data_processing.image.random_erase) ranges (ProcessingTechnique attribute) RangeTuple (class in stouputils.data_science.range_tuple) read_pyproject() (in module stouputils.continuous_delivery.pyproject) RecommendedProcessingTechnique (class in stouputils.data_science.data_processing.technique) reduce_lr_patience (ModelInterface attribute) relative_path() (in module stouputils.io) remove_augmented_files() (XyTuple method) remove_colors() (in module stouputils.print) repair_zip_file() (in module stouputils.archive) replace_tilde() (in module stouputils.io)

REQUIREMENTS (in module stouputils.applications.automatic_docs) reset_optimizer_function (ProgressiveUnfreezing attribute) reset_weights (ProgressiveUnfreezing attribute) resize_image() (in module stouputils.data_science.data_processing.image.resize) ResNet101V2 (class in stouputils.data_science.models.keras.resnet) ResNet152V2 (class in stouputils.data_science.models.keras.resnet) ResNet50V2 (class in stouputils.data_science.models.keras.resnet) roc_curve_and_auc() (MetricUtils static method) ROOT (DataScienceConfig attribute) rotate_image() (in module stouputils.data_science.data_processing.image.rotation) ROTATION (RecommendedProcessingTechnique attribute) routine() (in module stouputils.data_science.scripts.routine) routine_full() (AbstractModel method) (ModelInterface method) run_name (ModelInterface attribute)

S

safe_divide_float() (Utils static method) safe_divide_none() (Utils static method) safe_multiply_none() (Utils static method) SALT_PEPPER (RecommendedProcessingTechnique attribute) salt_pepper_image() (in module stouputils.data_science.data_processing.image.salt_pepper) Sandbox (class in stouputils.data_science.models.sandbox) SAVE_MODEL (DataScienceConfig attribute) SEED (DataScienceConfig attribute) sharpen_image() (in module stouputils.data_science.data_processing.image.sharpening) SHARPENING (RecommendedProcessingTechnique attribute) shear_image() (in module stouputils.data_science.data_processing.image.shearing) SHEARING (RecommendedProcessingTechnique attribute) show_lr (ColoredProgressBar attribute) silent() (in module stouputils.decorators) simple_cache() (in module stouputils.decorators) SLIGHTLY_FASTER_MODE (Config attribute) split() (XyTuple method) SqueezeNet (class in stouputils.data_science.models.keras.squeezenet) SqueezeNet_keras() (in module stouputils.data_science.models.keras.squeezenet) start_ns (MeasureTime attribute) start_run() (in module stouputils.data_science.mlflow_utils) step (_RangeTupleBase attribute) (RangeTuple attribute) steps (ColoredProgressBar attribute) steps_per_epoch (ProgressiveUnfreezing attribute) stouputils module stouputils.all_doctests module stouputils.applications module stouputils.applications.automatic_docs module stouputils.applications.upscaler module stouputils.applications.upscaler.config module stouputils.applications.upscaler.image module stouputils.applications.upscaler.video module stouputils.archive module stouputils.backup module stouputils.collections module stouputils.continuous_delivery module stouputils.continuous_delivery.cd_utils module stouputils.continuous_delivery.github module stouputils.continuous_delivery.pypi module stouputils.continuous_delivery.pyproject module stouputils.ctx module stouputils.data_science module stouputils.data_science.config module stouputils.data_science.config.get module stouputils.data_science.config.set module stouputils.data_science.data_processing module stouputils.data_science.data_processing.image module stouputils.data_science.data_processing.image.auto_contrast module stouputils.data_science.data_processing.image.axis_flip module stouputils.data_science.data_processing.image.bias_field_correction module stouputils.data_science.data_processing.image.binary_threshold module stouputils.data_science.data_processing.image.blur module stouputils.data_science.data_processing.image.brightness module stouputils.data_science.data_processing.image.canny module stouputils.data_science.data_processing.image.clahe module stouputils.data_science.data_processing.image.common module stouputils.data_science.data_processing.image.contrast module stouputils.data_science.data_processing.image.curvature_flow_filter module stouputils.data_science.data_processing.image.denoise module stouputils.data_science.data_processing.image.histogram_equalization module stouputils.data_science.data_processing.image.invert module stouputils.data_science.data_processing.image.laplacian module stouputils.data_science.data_processing.image.median_blur module stouputils.data_science.data_processing.image.noise module stouputils.data_science.data_processing.image.normalize module stouputils.data_science.data_processing.image.random_erase module stouputils.data_science.data_processing.image.resize module stouputils.data_science.data_processing.image.rotation module stouputils.data_science.data_processing.image.salt_pepper module stouputils.data_science.data_processing.image.sharpening module stouputils.data_science.data_processing.image.shearing module stouputils.data_science.data_processing.image.threshold module stouputils.data_science.data_processing.image.translation module stouputils.data_science.data_processing.image.zoom module

stouputils.data_science.data_processing.image_augmentation module stouputils.data_science.data_processing.image_preprocess module stouputils.data_science.data_processing.prosthesis_detection module stouputils.data_science.data_processing.technique module stouputils.data_science.dataset module stouputils.data_science.dataset.dataset module stouputils.data_science.dataset.dataset_loader module stouputils.data_science.dataset.grouping_strategy module stouputils.data_science.dataset.image_loader module stouputils.data_science.dataset.xy_tuple module stouputils.data_science.metric_dictionnary module stouputils.data_science.metric_utils module stouputils.data_science.mlflow_utils module stouputils.data_science.models module stouputils.data_science.models.abstract_model module stouputils.data_science.models.all module stouputils.data_science.models.base_keras module stouputils.data_science.models.keras module stouputils.data_science.models.keras.all module stouputils.data_science.models.keras.convnext module stouputils.data_science.models.keras.densenet module stouputils.data_science.models.keras.efficientnet module stouputils.data_science.models.keras.mobilenet module stouputils.data_science.models.keras.resnet module stouputils.data_science.models.keras.squeezenet module stouputils.data_science.models.keras.vgg module stouputils.data_science.models.keras.xception module stouputils.data_science.models.keras_utils module stouputils.data_science.models.keras_utils.callbacks module stouputils.data_science.models.keras_utils.callbacks.colored_progress_bar module stouputils.data_science.models.keras_utils.callbacks.learning_rate_finder module stouputils.data_science.models.keras_utils.callbacks.model_checkpoint_v2 module stouputils.data_science.models.keras_utils.callbacks.progressive_unfreezing module stouputils.data_science.models.keras_utils.callbacks.warmup_scheduler module stouputils.data_science.models.keras_utils.losses module stouputils.data_science.models.keras_utils.losses.next_generation_loss module stouputils.data_science.models.keras_utils.visualizations module stouputils.data_science.models.model_interface module stouputils.data_science.models.sandbox module stouputils.data_science.range_tuple module stouputils.data_science.scripts module stouputils.data_science.scripts.augment_dataset module stouputils.data_science.scripts.exhaustive_process module stouputils.data_science.scripts.preprocess_dataset module stouputils.data_science.scripts.routine module stouputils.data_science.utils module stouputils.decorators module stouputils.dont_look module stouputils.dont_look.zip_file_override module stouputils.image module stouputils.installer module stouputils.installer.common module stouputils.installer.downloader module stouputils.installer.linux module stouputils.installer.main module stouputils.installer.windows module stouputils.io module stouputils.parallel module stouputils.print module strip_colors (TeeMultiOutput attribute) suggestion() (in module stouputils.print) super_copy() (in module stouputils.io) super_json_dump() (in module stouputils.io) super_json_load() (in module stouputils.io) super_open() (in module stouputils.io)

T

target_lr (WarmupScheduler attribute) tee_stderr (LogToFile attribute) tee_stdout (LogToFile attribute) TeeMultiOutput (class in stouputils.print) TEMP_FOLDER (DataScienceConfig attribute) TENSORBOARD_FOLDER (DataScienceConfig attribute) TENSORFLOW_DEVICE (DataScienceConfig attribute) TEST_SIZE (DataScienceConfig attribute) THRESHOLD (RecommendedProcessingTechnique attribute) threshold_image() (in module stouputils.data_science.data_processing.image.threshold)

total (ColoredProgressBar attribute) total_layers (ModelInterface attribute) total_steps (ProgressiveUnfreezing attribute) total_updates (LearningRateFinder attribute) track_epochs (ColoredProgressBar attribute) train() (ModelInterface method) transfer_learning (ModelInterface attribute) translate_image() (in module stouputils.data_science.data_processing.image.translation) TRANSLATION (RecommendedProcessingTechnique attribute) TV_DENOISE (RecommendedProcessingTechnique attribute) tv_denoise_image() (in module stouputils.data_science.data_processing.image.denoise)

U

unfreeze_finder_epochs (ModelInterface attribute) unfreeze_finder_update_interval (ModelInterface attribute) unfreeze_finder_update_per_epoch (ModelInterface attribute) unfreeze_percentage (ModelInterface attribute) ungrouped_array() (XyTuple method) unique_list() (in module stouputils.collections) update_augmented_files() (XyTuple method) update_documentation() (in module stouputils.applications.automatic_docs) update_frequency (ColoredProgressBar attribute) update_interval (LearningRateFinder attribute) (ProgressiveUnfreezing attribute) update_per_epoch (LearningRateFinder attribute) (ProgressiveUnfreezing attribute)

update_pip_and_required_packages() (in module stouputils.continuous_delivery.pypi) upload_assets() (in module stouputils.continuous_delivery.github) upload_package() (in module stouputils.continuous_delivery.pypi) upload_to_github() (in module stouputils.continuous_delivery.github) upscale() (in module stouputils.applications.upscaler.image) upscale_folder() (in module stouputils.applications.upscaler.image) upscale_images() (in module stouputils.applications.upscaler.image) upscale_video() (in module stouputils.applications.upscaler.video) UPSCALER_ARGS (Config attribute) UPSCALER_EXECUTABLE (Config attribute) upscaler_executable_checked (Config attribute) UPSCALER_EXECUTABLE_HELP_TEXT (Config attribute) Utils (class in stouputils.data_science.utils)

V

validate_config() (in module stouputils.continuous_delivery.github) validate_credentials() (in module stouputils.continuous_delivery.github) VALIDATION_SIZE (DataScienceConfig attribute) version_to_float() (in module stouputils.continuous_delivery.cd_utils)

VGG16 (class in stouputils.data_science.models.keras.vgg) VGG19 (class in stouputils.data_science.models.keras.vgg) VIDEO_FINAL_BITRATE (Config attribute) video_upscaler_cli() (in module stouputils.applications.upscaler.video)

W

WAIFU2X_NCNN_VULKAN_RELEASES (in module stouputils.applications.upscaler.config) warmup_epochs (ModelInterface attribute) (WarmupScheduler attribute) WarmupScheduler (class in stouputils.data_science.models.keras_utils.callbacks.warmup_scheduler) WARNING (LogLevels attribute) warning() (in module stouputils.print)

WARNING_TRACEBACK (LogLevels attribute) WAVELET_DENOISE (RecommendedProcessingTechnique attribute) wavelet_denoise_image() (in module stouputils.data_science.data_processing.image.denoise) whatisit() (in module stouputils.print) write() (TeeMultiOutput method) write_pyproject() (in module stouputils.continuous_delivery.pyproject)

X

Xception (class in stouputils.data_science.models.keras.xception)

XyTuple (class in stouputils.data_science.dataset.xy_tuple)

Y

YOUTUBE_BITRATE_RECOMMENDATIONS (in module stouputils.applications.upscaler.config)

Z

ZipExtFileOverride (class in stouputils.dont_look.zip_file_override) ZipFileOverride (class in stouputils.dont_look.zip_file_override)

ZOOM (RecommendedProcessingTechnique attribute) zoom_image() (in module stouputils.data_science.data_processing.image.zoom)