Index

D

DataProcessor (class in mlops.dataset.data_processor)

G

get_baseline_model() (in module mlops.examples.image.classification.train_model) get_best_model() (in module mlops.examples.image.classification.model_prediction) get_hash_local() (in module mlops.hashing.hashing) get_hash_s3() (in module mlops.hashing.hashing) get_preprocessed_features() (mlops.dataset.data_processor.DataProcessor method) get_preprocessed_features_and_labels() (mlops.dataset.data_processor.DataProcessor method)

get_raw_features() (mlops.dataset.data_processor.DataProcessor method) (mlops.dataset.pathless_data_processor.PathlessDataProcessor method) (mlops.examples.image.classification.pokemon_classification_data_processor.PokemonClassificationDataProcessor method) get_raw_features_and_labels() (mlops.dataset.data_processor.DataProcessor method) (mlops.dataset.pathless_data_processor.PathlessDataProcessor method) (mlops.examples.image.classification.pokemon_classification_data_processor.PokemonClassificationDataProcessor method) get_valid_prediction() (mlops.examples.image.classification.pokemon_classification_data_processor.PokemonClassificationDataProcessor static method)

H

history (mlops.model.training_config.TrainingConfig attribute)

I

InvalidDatasetCopyStrategyError

InvertibleDataProcessor (class in mlops.dataset.invertible_data_processor)

L

LabelsNotFoundError

M

main() (in module mlops.examples.image.classification.model_prediction) (in module mlops.examples.image.classification.publish_dataset) (in module mlops.examples.image.classification.train_model) md5 (mlops.artifact.versioned_artifact.VersionedArtifact property) (mlops.dataset.versioned_dataset.VersionedDataset property) (mlops.model.versioned_model.VersionedModel property) metadata_path (mlops.artifact.versioned_artifact.VersionedArtifact property) (mlops.dataset.versioned_dataset.VersionedDataset property) (mlops.model.versioned_model.VersionedModel property) mlops module mlops.artifact module mlops.artifact.versioned_artifact module mlops.artifact.versioned_artifact_builder module mlops.dataset module mlops.dataset.data_processor module mlops.dataset.invertible_data_processor module mlops.dataset.pathless_data_processor module mlops.dataset.pathless_versioned_dataset_builder module mlops.dataset.versioned_dataset module mlops.dataset.versioned_dataset_builder module mlops.errors module mlops.examples module mlops.examples.image module mlops.examples.image.classification module mlops.examples.image.classification.errors module mlops.examples.image.classification.model_prediction module mlops.examples.image.classification.pokemon_classification_data_processor module

mlops.examples.image.classification.publish_dataset module mlops.examples.image.classification.train_model module mlops.hashing module mlops.hashing.hashing module mlops.model module mlops.model.training_config module mlops.model.versioned_model module mlops.model.versioned_model_builder module model_evaluate() (in module mlops.examples.image.classification.model_prediction) model_predict() (in module mlops.examples.image.classification.model_prediction) module mlops mlops.artifact mlops.artifact.versioned_artifact mlops.artifact.versioned_artifact_builder mlops.dataset mlops.dataset.data_processor mlops.dataset.invertible_data_processor mlops.dataset.pathless_data_processor mlops.dataset.pathless_versioned_dataset_builder mlops.dataset.versioned_dataset mlops.dataset.versioned_dataset_builder mlops.errors mlops.examples mlops.examples.image mlops.examples.image.classification mlops.examples.image.classification.errors mlops.examples.image.classification.model_prediction mlops.examples.image.classification.pokemon_classification_data_processor mlops.examples.image.classification.publish_dataset mlops.examples.image.classification.train_model mlops.hashing mlops.hashing.hashing mlops.model mlops.model.training_config mlops.model.versioned_model mlops.model.versioned_model_builder

N

name (mlops.artifact.versioned_artifact.VersionedArtifact property) (mlops.dataset.versioned_dataset.VersionedDataset property) (mlops.model.versioned_model.VersionedModel property)

NoModelPathsSuppliedError

P

path (mlops.artifact.versioned_artifact.VersionedArtifact property) (mlops.dataset.versioned_dataset.VersionedDataset property) (mlops.model.versioned_model.VersionedModel property) PathlessDataProcessor (class in mlops.dataset.pathless_data_processor) PathlessVersionedDatasetBuilder (class in mlops.dataset.pathless_versioned_dataset_builder) PokemonClassificationDataProcessor (class in mlops.examples.image.classification.pokemon_classification_data_processor) preprocess_features() (mlops.dataset.data_processor.DataProcessor method) (mlops.dataset.pathless_data_processor.PathlessDataProcessor method) (mlops.examples.image.classification.pokemon_classification_data_processor.PokemonClassificationDataProcessor method)

preprocess_labels() (mlops.dataset.data_processor.DataProcessor method) (mlops.dataset.pathless_data_processor.PathlessDataProcessor method) (mlops.examples.image.classification.pokemon_classification_data_processor.PokemonClassificationDataProcessor method) PublicationPathAlreadyExistsError publish() (mlops.artifact.versioned_artifact_builder.VersionedArtifactBuilder method) (mlops.dataset.pathless_versioned_dataset_builder.PathlessVersionedDatasetBuilder method) (mlops.dataset.versioned_dataset_builder.VersionedDatasetBuilder method) (mlops.model.versioned_model_builder.VersionedModelBuilder method) publish_dataset() (in module mlops.examples.image.classification.publish_dataset) publish_model() (in module mlops.examples.image.classification.train_model)

R

republish() (mlops.artifact.versioned_artifact.VersionedArtifact method)

T

train_args (mlops.model.training_config.TrainingConfig attribute)

train_model() (in module mlops.examples.image.classification.train_model) TrainingConfig (class in mlops.model.training_config)

U

unpreprocess_features() (mlops.dataset.invertible_data_processor.InvertibleDataProcessor method) (mlops.examples.image.classification.pokemon_classification_data_processor.PokemonClassificationDataProcessor method)

unpreprocess_labels() (mlops.dataset.invertible_data_processor.InvertibleDataProcessor method) (mlops.examples.image.classification.pokemon_classification_data_processor.PokemonClassificationDataProcessor method) update_metadata() (mlops.artifact.versioned_artifact.VersionedArtifact method)

V

version (mlops.artifact.versioned_artifact.VersionedArtifact property) (mlops.dataset.versioned_dataset.VersionedDataset property) (mlops.model.versioned_model.VersionedModel property) VersionedArtifact (class in mlops.artifact.versioned_artifact)

VersionedArtifactBuilder (class in mlops.artifact.versioned_artifact_builder) VersionedDataset (class in mlops.dataset.versioned_dataset) VersionedDatasetBuilder (class in mlops.dataset.versioned_dataset_builder) VersionedModel (class in mlops.model.versioned_model) VersionedModelBuilder (class in mlops.model.versioned_model_builder)