Index

A

accuracy() (in module dioptra_builtins.metrics.performance) add_model_to_registry() (in module dioptra_builtins.registry.mlflow) alex_net() (in module dioptra_builtins.estimators.keras_classifiers)

AML API ARTDependencyError attach_stdout_stream_handler() (in module dioptra.sdk.utilities.logging)

C

call() (in module dioptra.pyplugs) call_factory() (in module dioptra.pyplugs) call_task() (in module dioptra.pyplugs) call_task_factory() (in module dioptra.pyplugs) categorical_accuracy() (in module dioptra_builtins.metrics.performance) clear_directory() (in module dioptra.sdk.utilities.paths) clear_logger_handlers() (in module dioptra.sdk.utilities.logging)

close() (StderrLogStream method) (StdoutLogStream method) configure_structlog() (in module dioptra.sdk.utilities.logging) create_adversarial_fgm_dataset() (in module dioptra_builtins.attacks.fgm) create_image_dataset() (in module dioptra_builtins.data.tensorflow) CryptographyDependencyError CW

D

delete_custom_task_plugin() (DioptraClient method) dioptra.client module dioptra.sdk.exceptions module dioptra.sdk.generics module dioptra.sdk.utilities module dioptra.sdk.utilities.contexts module dioptra.sdk.utilities.decorators module dioptra.sdk.utilities.logging module dioptra.sdk.utilities.paths module dioptra_builtins.artifacts module dioptra_builtins.artifacts.exceptions module dioptra_builtins.artifacts.mlflow module dioptra_builtins.artifacts.utils module dioptra_builtins.attacks module dioptra_builtins.attacks.fgm module dioptra_builtins.backend_configs module dioptra_builtins.backend_configs.tensorflow module dioptra_builtins.data module

dioptra_builtins.data.tensorflow module dioptra_builtins.estimators module dioptra_builtins.estimators.keras_classifiers module dioptra_builtins.estimators.methods module dioptra_builtins.metrics module dioptra_builtins.metrics.distance module dioptra_builtins.metrics.exceptions module dioptra_builtins.metrics.performance module dioptra_builtins.random module dioptra_builtins.random.rng module dioptra_builtins.random.sample module dioptra_builtins.registry module dioptra_builtins.registry.art module dioptra_builtins.registry.mlflow module dioptra_builtins.tracking module dioptra_builtins.tracking.mlflow module DioptraClient (class in dioptra.client) download_all_artifacts_in_run() (in module dioptra_builtins.artifacts.mlflow) draw_random_integer() (in module dioptra_builtins.random.sample) draw_random_integers() (in module dioptra_builtins.random.sample)

E

env_vars() (in module dioptra.sdk.utilities.contexts) estimator_predict() (in module dioptra.sdk.generics) EstimatorPredictGenericPredTypeError exists() (in module dioptra.pyplugs)

exists_factory() (in module dioptra.pyplugs) experiment_endpoint (DioptraClient property) extract_tarfile() (in module dioptra_builtins.artifacts.utils) extract_tarfile_in_unique_subdir() (in module dioptra_builtins.artifacts.utils)

F

f1() (in module dioptra_builtins.metrics.performance) FGM fit() (in module dioptra_builtins.estimators.methods) fit_estimator() (in module dioptra.sdk.generics)

flush() (StderrLogStream method) (StdoutLogStream method) funcs() (in module dioptra.pyplugs) funcs_factory() (in module dioptra.pyplugs)

G

get() (in module dioptra.pyplugs) get_builtin_task_plugin() (DioptraClient method) get_custom_task_plugin() (DioptraClient method) get_distance_metric() (in module dioptra_builtins.metrics.distance) get_distance_metric_list() (in module dioptra_builtins.metrics.distance) get_experiment_by_id() (DioptraClient method) get_experiment_by_name() (DioptraClient method) get_experiment_name() (in module dioptra_builtins.registry.mlflow)

get_factory() (in module dioptra.pyplugs) get_job_by_id() (DioptraClient method) get_n_classes_from_directory_iterator() (in module dioptra_builtins.data.tensorflow) get_performance_metric() (in module dioptra_builtins.metrics.performance) get_performance_metric_list() (in module dioptra_builtins.metrics.performance) get_queue_by_id() (DioptraClient method) get_queue_by_name() (DioptraClient method) get_task() (in module dioptra.pyplugs) get_task_factory() (in module dioptra.pyplugs)

H

HTTP

I

info() (in module dioptra.pyplugs) info_factory() (in module dioptra.pyplugs) init_classifier() (in module dioptra_builtins.estimators.keras_classifiers)

init_rng() (in module dioptra_builtins.random.rng) init_tensorflow() (in module dioptra_builtins.backend_configs.tensorflow) is_within_directory() (in module dioptra_builtins.artifacts.utils)

J

job_endpoint (DioptraClient property)

JSMA JSON

L

l_1_norm() (in module dioptra_builtins.metrics.distance) l_2_norm() (in module dioptra_builtins.metrics.distance) l_inf_norm() (in module dioptra_builtins.metrics.distance) le_net() (in module dioptra_builtins.estimators.keras_classifiers) list_all_task_plugins() (DioptraClient method) list_builtin_task_plugins() (DioptraClient method) list_custom_task_plugins() (DioptraClient method) list_experiments() (DioptraClient method)

list_jobs() (DioptraClient method) list_queues() (DioptraClient method) load_tensorflow_keras_classifier() (in module dioptra_builtins.registry.mlflow) load_wrapped_tensorflow_keras_classifier() (in module dioptra_builtins.registry.art) lock_queue() (DioptraClient method) log_metrics() (in module dioptra_builtins.tracking.mlflow) log_parameters() (in module dioptra_builtins.tracking.mlflow) log_tensorflow_keras_estimator() (in module dioptra_builtins.tracking.mlflow)

M

make_directories() (in module dioptra_builtins.artifacts.utils) mcc() (in module dioptra_builtins.metrics.performance) MNIST module dioptra.client dioptra.sdk.exceptions dioptra.sdk.generics dioptra.sdk.utilities dioptra.sdk.utilities.contexts dioptra.sdk.utilities.decorators dioptra.sdk.utilities.logging dioptra.sdk.utilities.paths dioptra_builtins.artifacts dioptra_builtins.artifacts.exceptions dioptra_builtins.artifacts.mlflow dioptra_builtins.artifacts.utils dioptra_builtins.attacks dioptra_builtins.attacks.fgm dioptra_builtins.backend_configs dioptra_builtins.backend_configs.tensorflow dioptra_builtins.data dioptra_builtins.data.tensorflow dioptra_builtins.estimators dioptra_builtins.estimators.keras_classifiers dioptra_builtins.estimators.methods dioptra_builtins.metrics dioptra_builtins.metrics.distance dioptra_builtins.metrics.exceptions dioptra_builtins.metrics.performance dioptra_builtins.random dioptra_builtins.random.rng dioptra_builtins.random.sample dioptra_builtins.registry dioptra_builtins.registry.art dioptra_builtins.registry.mlflow dioptra_builtins.tracking dioptra_builtins.tracking.mlflow

N

names() (in module dioptra.pyplugs)

names_factory() (in module dioptra.pyplugs) NVIDIA DGX

P

paired_cosine_similarities() (in module dioptra_builtins.metrics.distance) paired_euclidean_distances() (in module dioptra_builtins.metrics.distance) paired_manhattan_distances() (in module dioptra_builtins.metrics.distance) paired_wasserstein_distances() (in module dioptra_builtins.metrics.distance)

plugin_dirs() (in module dioptra.sdk.utilities.contexts) precision() (in module dioptra_builtins.metrics.performance) predict() (in module dioptra_builtins.estimators.methods) PrefectDependencyError

Q

queue_endpoint (DioptraClient property)

R

recall() (in module dioptra_builtins.metrics.performance) redirect_print() (in module dioptra.sdk.utilities.contexts) register() (in module dioptra.pyplugs) register_experiment() (DioptraClient method)

register_queue() (DioptraClient method) require_package() (in module dioptra.sdk.utilities.decorators) REST roc_auc() (in module dioptra_builtins.metrics.performance)

S

safe_extract() (in module dioptra_builtins.artifacts.utils) SDK set_cwd() (in module dioptra.sdk.utilities.paths) set_logging_level() (in module dioptra.sdk.utilities.logging) set_path_ext() (in module dioptra.sdk.utilities.paths)

shallow_net() (in module dioptra_builtins.estimators.keras_classifiers) StderrLogStream (class in dioptra.sdk.utilities.logging) StdoutLogStream (class in dioptra.sdk.utilities.logging) submit_job() (DioptraClient method) sys_path_dirs() (in module dioptra.sdk.utilities.contexts)

T

task_nout() (in module dioptra.pyplugs) task_plugin_builtins_endpoint (DioptraClient property)

task_plugin_custom_endpoint (DioptraClient property) task_plugin_endpoint (DioptraClient property) TensorflowDependencyError

U

UnknownDistanceMetricError UnknownPackageError UnknownPerformanceMetricError UnknownPluginError UnknownPluginFunctionError unlock_queue() (DioptraClient method)

UnsupportedDataFrameFileFormatError upload_custom_plugin_package() (DioptraClient method) upload_data_frame_artifact() (in module dioptra_builtins.artifacts.mlflow) upload_directory_as_tarball_artifact() (in module dioptra_builtins.artifacts.mlflow) upload_file_as_artifact() (in module dioptra_builtins.artifacts.mlflow) URI UUID

Y

YAML