Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | R | S | T | U | V | W _ _action (mleko.pipeline.pipeline_step.FitTransformPipelineStep attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep attribute) (mleko.pipeline.steps.model_step.ModelStep attribute) (mleko.pipeline.steps.transform_step.TransformStep attribute) _assign_feature_selector() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) _assign_model() (mleko.model.base_model.BaseModel method) _assign_transformer() (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.dataset.transform.composite_transformer.CompositeTransformer method) _build_kaggle_manifest() (mleko.dataset.ingest.kaggle_ingester.KaggleIngester method) _cached_execute() (mleko.cache.cache_mixin.CacheMixin method) (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _compute_cache_key() (mleko.cache.cache_mixin.CacheMixin method) (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _CONFIG_DEFAULT_PATH (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager attribute) _CONFIG_VARIABLE_KEY (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager attribute) _CONFIG_VARIABLE_USERNAME (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager attribute) _convert() (mleko.dataset.convert.csv_to_vaex_converter.CSVToVaexConverter method) _convert_csv_file_to_arrow() (mleko.dataset.convert.csv_to_vaex_converter.CSVToVaexConverter static method) _default_features() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.invariance_feature_selector.InvarianceFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.pearson_correlation_feature_selector.PearsonCorrelationFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.model.base_model.BaseModel method) (mleko.model.lgbm_model.LGBMModel method) _delete_local_files() (mleko.dataset.ingest.base_ingester.BaseIngester method) _deserialize_manifest() (mleko.utils.file_helpers.LocalManifestHandler method) _ensure_path_exists() (mleko.dataset.export.local_exporter.LocalExporter method) _ensure_valid_feature_type() (mleko.dataset.transform.label_encoder_transformer.LabelEncoderTransformer method) _ENV_VARIABLE_KEY (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager attribute) _ENV_VARIABLE_USERNAME (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager attribute) _evict_least_recently_used_if_full() (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _export_single() (mleko.dataset.export.local_exporter.LocalExporter method) _feature_set() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.model.base_model.BaseModel method) _filter() (mleko.dataset.filter.expression_filter.ExpressionFilter method) (mleko.dataset.filter.imblearn_resampling_filter.ImblearnResamplingFilter method) _find_cache_type_name() (mleko.cache.cache_mixin.CacheMixin method) (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _fingerprint() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.invariance_feature_selector.InvarianceFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.pearson_correlation_feature_selector.PearsonCorrelationFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.dataset.transform.composite_transformer.CompositeTransformer method) (mleko.dataset.transform.expression_transformer.ExpressionTransformer method) (mleko.dataset.transform.frequency_encoder_transformer.FrequencyEncoderTransformer method) (mleko.dataset.transform.label_encoder_transformer.LabelEncoderTransformer method) (mleko.dataset.transform.max_abs_scaler_transformer.MaxAbsScalerTransformer method) (mleko.dataset.transform.min_max_scaler_transformer.MinMaxScalerTransformer method) (mleko.model.base_model.BaseModel method) (mleko.model.lgbm_model.LGBMModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _fingerprint_bruteforcesampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_cmaessampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_csv_file() (mleko.cache.fingerprinters.csv_fingerprinter.CSVFingerprinter method) _fingerprint_gridsampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_hyperbandpruner() (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) _fingerprint_medianpruner() (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) _fingerprint_noppruner() (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) _fingerprint_nsgaiiisampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_nsgaiisampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_partialfixedsampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_patientpruner() (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) _fingerprint_percentilepruner() (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) _fingerprint_qmcsampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_randomsampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fingerprint_successivehalvingpruner() (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) _fingerprint_thresholdpruner() (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) _fingerprint_tpesampler() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _fit() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.invariance_feature_selector.InvarianceFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.pearson_correlation_feature_selector.PearsonCorrelationFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.dataset.transform.composite_transformer.CompositeTransformer method) (mleko.dataset.transform.expression_transformer.ExpressionTransformer method) (mleko.dataset.transform.frequency_encoder_transformer.FrequencyEncoderTransformer method) (mleko.dataset.transform.label_encoder_transformer.LabelEncoderTransformer method) (mleko.dataset.transform.max_abs_scaler_transformer.MaxAbsScalerTransformer method) (mleko.dataset.transform.min_max_scaler_transformer.MinMaxScalerTransformer method) (mleko.model.base_model.BaseModel method) (mleko.model.lgbm_model.LGBMModel method) _fit_transform() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.dataset.transform.composite_transformer.CompositeTransformer method) (mleko.model.base_model.BaseModel method) _fit_using_label_dict() (mleko.dataset.transform.label_encoder_transformer.LabelEncoderTransformer method) _get_boto_transfer_config() (mleko.utils.s3_helpers.S3Client method) _get_full_file_paths() (mleko.dataset.ingest.base_ingester.BaseIngester method) _get_handler() (mleko.cache.cache_mixin.CacheMixin method) (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _get_input_model() (mleko.pipeline.pipeline_step.FitTransformPipelineStep method) (mleko.pipeline.pipeline_step.PipelineStep method) (mleko.pipeline.steps.convert_step.ConvertStep method) (mleko.pipeline.steps.export_step.ExportStep method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep method) (mleko.pipeline.steps.filter_step.FilterStep method) (mleko.pipeline.steps.ingest_step.IngestStep method) (mleko.pipeline.steps.model_step.ModelStep method) (mleko.pipeline.steps.split_step.SplitStep method) (mleko.pipeline.steps.transform_step.TransformStep method) (mleko.pipeline.steps.tune_step.TuneStep method) _get_inspect_source() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _get_nsgaiichildgenerationstrategy() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _get_output_model() (mleko.pipeline.pipeline_step.FitTransformPipelineStep method) (mleko.pipeline.pipeline_step.PipelineStep method) (mleko.pipeline.steps.convert_step.ConvertStep method) (mleko.pipeline.steps.export_step.ExportStep method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep method) (mleko.pipeline.steps.filter_step.FilterStep method) (mleko.pipeline.steps.ingest_step.IngestStep method) (mleko.pipeline.steps.model_step.ModelStep method) (mleko.pipeline.steps.split_step.SplitStep method) (mleko.pipeline.steps.transform_step.TransformStep method) (mleko.pipeline.steps.tune_step.TuneStep method) _get_rng_state() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _get_sorted_json_dump() (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) _global_log_level (mleko.utils.custom_logger.CustomLogger attribute) _hash_data() (mleko.dataset.export.local_exporter.LocalExporter method) _inputs (mleko.pipeline.steps.convert_step.ConvertStep attribute) (mleko.pipeline.steps.export_step.ExportStep attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep attribute) (mleko.pipeline.steps.filter_step.FilterStep attribute) (mleko.pipeline.steps.ingest_step.IngestStep attribute) (mleko.pipeline.steps.model_step.ModelStep attribute) (mleko.pipeline.steps.split_step.SplitStep attribute) (mleko.pipeline.steps.transform_step.TransformStep attribute) (mleko.pipeline.steps.tune_step.TuneStep attribute) _instances (mleko.utils.custom_logger.CustomLogger attribute) _is_local_dataset_fresh() (mleko.dataset.ingest.kaggle_ingester.KaggleIngester method) _KAGGLE_API_VERSION (mleko.dataset.ingest.kaggle_ingester.KaggleIngester attribute) _KAGGLE_DATASET_URL (mleko.dataset.ingest.kaggle_ingester.KaggleIngester attribute) _kaggle_fetch_file() (mleko.dataset.ingest.kaggle_ingester.KaggleIngester method) _kaggle_fetch_files() (mleko.dataset.ingest.kaggle_ingester.KaggleIngester method) _load_cache_from_disk() (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _load_dataset() (mleko.model.base_model.BaseModel method) _load_from_cache() (mleko.cache.cache_mixin.CacheMixin method) (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _log() (mleko.utils.custom_logger.CustomLogger method) _memoized_load_dataset() (mleko.model.base_model.BaseModel method) _outputs (mleko.pipeline.steps.convert_step.ConvertStep attribute) (mleko.pipeline.steps.export_step.ExportStep attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep attribute) (mleko.pipeline.steps.filter_step.FilterStep attribute) (mleko.pipeline.steps.ingest_step.IngestStep attribute) (mleko.pipeline.steps.model_step.ModelStep attribute) (mleko.pipeline.steps.split_step.SplitStep attribute) (mleko.pipeline.steps.transform_step.TransformStep attribute) (mleko.pipeline.steps.tune_step.TuneStep attribute) _read_config_file() (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager static method) _read_environment_config() (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager static method) _read_manifest() (mleko.utils.file_helpers.LocalManifestHandler method) _reset_random_state() (mleko.dataset.filter.imblearn_resampling_filter.ImblearnResamplingFilter method) _reset_sampler_rng() (mleko.model.tune.optuna_tuner.OptunaTuner method) _route_message() (mleko.utils.custom_logger.CustomLogger method) _run_export_function() (mleko.dataset.export.local_exporter.LocalExporter method) _s3_export_all() (mleko.dataset.export.s3_exporter.S3Exporter method) _s3_fetch_all() (mleko.dataset.ingest.s3_ingester.S3Ingester method) _save_to_cache() (mleko.cache.cache_mixin.CacheMixin method) (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _split() (mleko.dataset.split.expression_splitter.ExpressionSplitter method) (mleko.dataset.split.random_splitter.RandomSplitter method) _transform() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.invariance_feature_selector.InvarianceFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.pearson_correlation_feature_selector.PearsonCorrelationFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.dataset.transform.composite_transformer.CompositeTransformer method) (mleko.dataset.transform.expression_transformer.ExpressionTransformer method) (mleko.dataset.transform.frequency_encoder_transformer.FrequencyEncoderTransformer method) (mleko.dataset.transform.label_encoder_transformer.LabelEncoderTransformer method) (mleko.dataset.transform.max_abs_scaler_transformer.MaxAbsScalerTransformer method) (mleko.dataset.transform.min_max_scaler_transformer.MinMaxScalerTransformer method) (mleko.model.base_model.BaseModel method) (mleko.model.lgbm_model.LGBMModel method) _tune() (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) _validate_and_get_input() (mleko.pipeline.pipeline_step.FitTransformPipelineStep method) (mleko.pipeline.pipeline_step.PipelineStep method) (mleko.pipeline.steps.convert_step.ConvertStep method) (mleko.pipeline.steps.export_step.ExportStep method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep method) (mleko.pipeline.steps.filter_step.FilterStep method) (mleko.pipeline.steps.ingest_step.IngestStep method) (mleko.pipeline.steps.model_step.ModelStep method) (mleko.pipeline.steps.split_step.SplitStep method) (mleko.pipeline.steps.transform_step.TransformStep method) (mleko.pipeline.steps.tune_step.TuneStep method) _validate_inputs() (mleko.pipeline.pipeline_step.FitTransformPipelineStep method) (mleko.pipeline.pipeline_step.PipelineStep method) (mleko.pipeline.steps.convert_step.ConvertStep method) (mleko.pipeline.steps.export_step.ExportStep method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep method) (mleko.pipeline.steps.filter_step.FilterStep method) (mleko.pipeline.steps.ingest_step.IngestStep method) (mleko.pipeline.steps.model_step.ModelStep method) (mleko.pipeline.steps.split_step.SplitStep method) (mleko.pipeline.steps.transform_step.TransformStep method) (mleko.pipeline.steps.tune_step.TuneStep method) _validate_outputs() (mleko.pipeline.pipeline_step.FitTransformPipelineStep method) (mleko.pipeline.pipeline_step.PipelineStep method) (mleko.pipeline.steps.convert_step.ConvertStep method) (mleko.pipeline.steps.export_step.ExportStep method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep method) (mleko.pipeline.steps.filter_step.FilterStep method) (mleko.pipeline.steps.ingest_step.IngestStep method) (mleko.pipeline.steps.model_step.ModelStep method) (mleko.pipeline.steps.split_step.SplitStep method) (mleko.pipeline.steps.transform_step.TransformStep method) (mleko.pipeline.steps.tune_step.TuneStep method) _write_manifest() (mleko.utils.file_helpers.LocalManifestHandler method) _write_to_cache_file() (mleko.cache.cache_mixin.CacheMixin method) (mleko.cache.lru_cache_mixin.LRUCacheMixin method) (mleko.model.base_model.BaseModel method) (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) A add_feature() (mleko.dataset.data_schema.DataSchema method) add_files() (mleko.utils.file_helpers.LocalManifestHandler method) add_step() (mleko.pipeline.pipeline.Pipeline method) addFilter() (mleko.utils.custom_logger.CustomLogger method) addHandler() (mleko.utils.custom_logger.CustomLogger method) auto_repr() (in module mleko.utils.decorators) B BaseConverter (class in mleko.dataset.convert.base_converter) BaseExporter (class in mleko.dataset.export.base_exporter) BaseFeatureSelector (class in mleko.dataset.feature_select.base_feature_selector) BaseFilter (class in mleko.dataset.filter.base_filter) BaseFingerprinter (class in mleko.cache.fingerprinters.base_fingerprinter) BaseIngester (class in mleko.dataset.ingest.base_ingester) BaseModel (class in mleko.model.base_model) BaseSplitter (class in mleko.dataset.split.base_splitter) BaseTransformer (class in mleko.dataset.transform.base_transformer) BaseTuner (class in mleko.model.tune.base_tuner) BOLD_SEQ (mleko.utils.custom_logger.CustomFormatter attribute) bucket_name (mleko.dataset.export.s3_exporter.S3ExporterConfig attribute) C CacheHandler (class in mleko.cache.handlers.base_cache_handler) CacheMixin (class in mleko.cache.cache_mixin) CallableSourceFingerprinter (class in mleko.cache.fingerprinters.callable_source_fingerprinter) callHandlers() (mleko.utils.custom_logger.CustomLogger method) can_handle_none (mleko.cache.handlers.base_cache_handler.CacheHandler attribute) change_feature_type() (mleko.dataset.data_schema.DataSchema method) clear() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) clear_directory() (in module mleko.utils.file_helpers) clear_load_dataset_cache() (mleko.model.base_model.BaseModel method) COLOR_SEQ (mleko.utils.custom_logger.CustomFormatter attribute) COLORS (mleko.utils.custom_logger.CustomFormatter attribute) CompositeFeatureSelector (class in mleko.dataset.feature_select.composite_feature_selector) CompositeTransformer (class in mleko.dataset.transform.composite_transformer) convert() (mleko.dataset.convert.base_converter.BaseConverter method) (mleko.dataset.convert.csv_to_vaex_converter.CSVToVaexConverter method) converter (mleko.utils.custom_logger.CustomFormatter attribute) ConvertStep (class in mleko.pipeline.steps.convert_step) ConvertStepInputType (class in mleko.pipeline.steps.convert_step) ConvertStepOutputType (class in mleko.pipeline.steps.convert_step) copy() (mleko.dataset.data_schema.DataSchema method) (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) creation_timestamp (mleko.dataset.ingest.kaggle_ingester.KaggleFileManifest attribute) critical() (mleko.utils.custom_logger.CustomLogger method) CSVFingerprinter (class in mleko.cache.fingerprinters.csv_fingerprinter) CSVToVaexConverter (class in mleko.dataset.convert.csv_to_vaex_converter) CustomFormatter (class in mleko.utils.custom_logger) CustomLogger (class in mleko.utils.custom_logger) D data (mleko.pipeline.data_container.DataContainer attribute) (mleko.pipeline.steps.export_step.ExportStepInputType attribute) data_schema (mleko.pipeline.steps.convert_step.ConvertStepOutputType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType attribute) (mleko.pipeline.steps.filter_step.FilterStepInputType attribute) (mleko.pipeline.steps.model_step.ModelStepInputFitType attribute) (mleko.pipeline.steps.model_step.ModelStepInputTransformType attribute) (mleko.pipeline.steps.transform_step.TransformStepInputType attribute) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType attribute) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType attribute) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType attribute) (mleko.pipeline.steps.tune_step.TuneStepInputType attribute) DataContainer (class in mleko.pipeline.data_container) dataframe (mleko.pipeline.steps.convert_step.ConvertStepOutputType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType attribute) (mleko.pipeline.steps.filter_step.FilterStepInputType attribute) (mleko.pipeline.steps.filter_step.FilterStepOutputType attribute) (mleko.pipeline.steps.model_step.ModelStepInputFitType attribute) (mleko.pipeline.steps.model_step.ModelStepInputTransformType attribute) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType attribute) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType attribute) (mleko.pipeline.steps.split_step.SplitStepInputType attribute) (mleko.pipeline.steps.transform_step.TransformStepInputType attribute) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType attribute) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType attribute) (mleko.pipeline.steps.tune_step.TuneStepInputType attribute) dataframe_1 (mleko.pipeline.steps.split_step.SplitStepOutputType attribute) dataframe_2 (mleko.pipeline.steps.split_step.SplitStepOutputType attribute) DataSchema (class in mleko.dataset.data_schema) DataType (in module mleko.dataset.data_schema) debug() (mleko.utils.custom_logger.CustomLogger method) default_msec_format (mleko.utils.custom_logger.CustomFormatter attribute) default_time_format (mleko.utils.custom_logger.CustomFormatter attribute) destination (mleko.dataset.export.local_exporter.LocalExporterConfig attribute) df (mleko.utils.vaex_helpers.HashableVaexDataFrame attribute) download_file() (mleko.utils.s3_helpers.S3Client method) drop_features() (mleko.dataset.data_schema.DataSchema method) E error() (mleko.utils.custom_logger.CustomLogger method) exception() (mleko.utils.custom_logger.CustomLogger method) execute() (mleko.pipeline.pipeline_step.FitTransformPipelineStep method) (mleko.pipeline.pipeline_step.PipelineStep method) (mleko.pipeline.steps.convert_step.ConvertStep method) (mleko.pipeline.steps.export_step.ExportStep method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStep method) (mleko.pipeline.steps.filter_step.FilterStep method) (mleko.pipeline.steps.ingest_step.IngestStep method) (mleko.pipeline.steps.model_step.ModelStep method) (mleko.pipeline.steps.split_step.SplitStep method) (mleko.pipeline.steps.transform_step.TransformStep method) (mleko.pipeline.steps.tune_step.TuneStep method) export() (mleko.dataset.export.base_exporter.BaseExporter method) (mleko.dataset.export.local_exporter.LocalExporter method) (mleko.dataset.export.s3_exporter.S3Exporter method) export_config (mleko.pipeline.steps.export_step.ExportStepInputType attribute) ExportStep (class in mleko.pipeline.steps.export_step) ExportStepInputType (class in mleko.pipeline.steps.export_step) ExportStepOutputType (class in mleko.pipeline.steps.export_step) ExportType (in module mleko.dataset.export.local_exporter) expression (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig attribute) ExpressionFilter (class in mleko.dataset.filter.expression_filter) ExpressionSplitter (class in mleko.dataset.split.expression_splitter) ExpressionTransformer (class in mleko.dataset.transform.expression_transformer) ExpressionTransformerConfig (class in mleko.dataset.transform.expression_transformer) extra_args (mleko.dataset.export.s3_exporter.S3ExporterConfig attribute) F F (in module mleko.utils.decorators) fatal() (mleko.utils.custom_logger.CustomLogger method) feature_selector (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType attribute) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType attribute) FeatureSelectStep (class in mleko.pipeline.steps.feature_select_step) FeatureSelectStepInputType (class in mleko.pipeline.steps.feature_select_step) FeatureSelectStepOutputFitTransformType (class in mleko.pipeline.steps.feature_select_step) FeatureSelectStepOutputFitType (class in mleko.pipeline.steps.feature_select_step) FeatureSelectStepOutputTransformType (class in mleko.pipeline.steps.feature_select_step) fetch_data() (mleko.dataset.ingest.base_ingester.BaseIngester method) (mleko.dataset.ingest.kaggle_ingester.KaggleIngester method) (mleko.dataset.ingest.s3_ingester.S3Ingester method) file_path (mleko.pipeline.steps.export_step.ExportStepOutputType attribute) file_paths (mleko.pipeline.steps.convert_step.ConvertStepInputType attribute) (mleko.pipeline.steps.ingest_step.IngestStepOutputType attribute) files (mleko.utils.file_helpers.LocalManifest attribute) filter() (mleko.dataset.filter.base_filter.BaseFilter method) (mleko.dataset.filter.expression_filter.ExpressionFilter method) (mleko.dataset.filter.imblearn_resampling_filter.ImblearnResamplingFilter method) (mleko.utils.custom_logger.CustomLogger method) FilterStep (class in mleko.pipeline.steps.filter_step) FilterStepInputType (class in mleko.pipeline.steps.filter_step) FilterStepOutputType (class in mleko.pipeline.steps.filter_step) findCaller() (mleko.utils.custom_logger.CustomLogger method) fingerprint() (mleko.cache.fingerprinters.base_fingerprinter.BaseFingerprinter method) (mleko.cache.fingerprinters.callable_source_fingerprinter.CallableSourceFingerprinter method) (mleko.cache.fingerprinters.csv_fingerprinter.CSVFingerprinter method) (mleko.cache.fingerprinters.json_fingerprinter.JsonFingerprinter method) (mleko.cache.fingerprinters.optuna_pruner_fingerprinter.OptunaPrunerFingerprinter method) (mleko.cache.fingerprinters.optuna_sampler_fingerprinter.OptunaSamplerFingerprinter method) (mleko.cache.fingerprinters.vaex_fingerprinter.VaexFingerprinter method) fit() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.model.base_model.BaseModel method) fit_transform() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.model.base_model.BaseModel method) FitTransformAction (in module mleko.pipeline.pipeline_step) FitTransformPipelineStep (class in mleko.pipeline.pipeline_step) FORMAT (mleko.utils.custom_logger.CustomFormatter attribute) format() (mleko.utils.custom_logger.CustomFormatter method) formatException() (mleko.utils.custom_logger.CustomFormatter method) formatMessage() (mleko.utils.custom_logger.CustomFormatter method) formatStack() (mleko.utils.custom_logger.CustomFormatter method) formatTime() (mleko.utils.custom_logger.CustomFormatter method) FrequencyEncoderTransformer (class in mleko.dataset.transform.frequency_encoder_transformer) G get() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) get_column() (in module mleko.utils.vaex_helpers) get_columns() (in module mleko.utils.vaex_helpers) get_features() (mleko.dataset.data_schema.DataSchema method) get_file_names() (mleko.utils.file_helpers.LocalManifestHandler method) get_filtered_df() (in module mleko.utils.vaex_helpers) get_indices() (in module mleko.utils.vaex_helpers) get_kaggle_credentials() (mleko.dataset.ingest.kaggle_ingester.KaggleCredentialsManager static method) get_qualified_name_from_frame() (in module mleko.cache.cache_mixin) get_qualified_name_of_caller() (in module mleko.cache.cache_mixin) get_s3_client() (mleko.utils.s3_helpers.S3Client static method) get_s3_manifest() (mleko.utils.s3_helpers.S3Client method) get_type() (mleko.dataset.data_schema.DataSchema method) getChild() (mleko.utils.custom_logger.CustomLogger method) getEffectiveLevel() (mleko.utils.custom_logger.CustomLogger method) H handle() (mleko.utils.custom_logger.CustomLogger method) hash (mleko.utils.file_helpers.LocalFileEntry attribute) HashableVaexDataFrame (class in mleko.utils.vaex_helpers) hasHandlers() (mleko.utils.custom_logger.CustomLogger method) hyperparameters (mleko.pipeline.steps.model_step.ModelStepInputFitType attribute) (mleko.pipeline.steps.tune_step.TuneStepOutputType attribute) HyperparametersType (in module mleko.model.base_model) I ImblearnResamplingFilter (class in mleko.dataset.filter.imblearn_resampling_filter) info() (mleko.utils.custom_logger.CustomLogger method) IngestStep (class in mleko.pipeline.steps.ingest_step) IngestStepInputType (class in mleko.pipeline.steps.ingest_step) IngestStepOutputType (class in mleko.pipeline.steps.ingest_step) InvarianceFeatureSelector (class in mleko.dataset.feature_select.invariance_feature_selector) is_local_dataset_up_to_date() (mleko.utils.s3_helpers.S3Client method) is_meta (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig attribute) is_s3_dataset_up_to_date() (mleko.utils.s3_helpers.S3Client method) isEnabledFor() (mleko.utils.custom_logger.CustomLogger method) items() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) J JOBLIB_CACHE_HANDLER (in module mleko.cache.handlers.joblib_cache_handler) JSON_CACHE_HANDLER (in module mleko.cache.handlers.json_cache_handler) JsonFingerprinter (class in mleko.cache.fingerprinters.json_fingerprinter) K KaggleCredentials (class in mleko.dataset.ingest.kaggle_ingester) KaggleCredentialsManager (class in mleko.dataset.ingest.kaggle_ingester) KaggleFileManifest (class in mleko.dataset.ingest.kaggle_ingester) KaggleIngester (class in mleko.dataset.ingest.kaggle_ingester) key (mleko.dataset.ingest.kaggle_ingester.KaggleCredentials attribute) (mleko.utils.s3_helpers.S3FileManifest attribute) key_prefix (mleko.dataset.export.s3_exporter.S3ExporterConfig attribute) keys() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) L LabelEncoderTransformer (class in mleko.dataset.transform.label_encoder_transformer) last_modified (mleko.utils.s3_helpers.S3FileManifest attribute) LGBMModel (class in mleko.model.lgbm_model) LocalExporter (class in mleko.dataset.export.local_exporter) LocalExporterConfig (class in mleko.dataset.export.local_exporter) LocalFileEntry (class in mleko.utils.file_helpers) LocalManifest (class in mleko.utils.file_helpers) LocalManifestHandler (class in mleko.utils.file_helpers) log() (mleko.utils.custom_logger.CustomLogger method) logger (in module mleko.cache.cache_mixin) (in module mleko.cache.fingerprinters.csv_fingerprinter) (in module mleko.cache.fingerprinters.optuna_pruner_fingerprinter) (in module mleko.cache.fingerprinters.optuna_sampler_fingerprinter) (in module mleko.cache.lru_cache_mixin) (in module mleko.dataset.convert.csv_to_vaex_converter) (in module mleko.dataset.data_schema) (in module mleko.dataset.export.local_exporter) (in module mleko.dataset.export.s3_exporter) (in module mleko.dataset.feature_select.base_feature_selector) (in module mleko.dataset.feature_select.composite_feature_selector) (in module mleko.dataset.feature_select.invariance_feature_selector) (in module mleko.dataset.feature_select.missing_rate_feature_selector) (in module mleko.dataset.feature_select.pearson_correlation_feature_selector) (in module mleko.dataset.feature_select.variance_feature_selector) (in module mleko.dataset.filter.expression_filter) (in module mleko.dataset.filter.imblearn_resampling_filter) (in module mleko.dataset.ingest.base_ingester) (in module mleko.dataset.ingest.kaggle_ingester) (in module mleko.dataset.ingest.s3_ingester) (in module mleko.dataset.split.expression_splitter) (in module mleko.dataset.split.random_splitter) (in module mleko.dataset.transform.base_transformer) (in module mleko.dataset.transform.composite_transformer) (in module mleko.dataset.transform.expression_transformer) (in module mleko.dataset.transform.frequency_encoder_transformer) (in module mleko.dataset.transform.label_encoder_transformer) (in module mleko.dataset.transform.max_abs_scaler_transformer) (in module mleko.dataset.transform.min_max_scaler_transformer) (in module mleko.model.base_model) (in module mleko.model.lgbm_model) (in module mleko.model.tune.optuna_tuner) (in module mleko.pipeline.pipeline) (in module mleko.pipeline.pipeline_step) (in module mleko.pipeline.steps.convert_step) (in module mleko.pipeline.steps.feature_select_step) (in module mleko.pipeline.steps.model_step) (in module mleko.pipeline.steps.transform_step) (in module mleko.utils.decorators) (in module mleko.utils.file_helpers) (in module mleko.utils.s3_helpers) LRUCacheMixin (class in mleko.cache.lru_cache_mixin) M makeRecord() (mleko.utils.custom_logger.CustomLogger method) MaxAbsScalerTransformer (class in mleko.dataset.transform.max_abs_scaler_transformer) metadata (mleko.pipeline.steps.tune_step.TuneStepOutputType attribute) METHOD_GROUP_CACHE_KEY_PATTERN (in module mleko.cache.lru_cache_mixin) metrics (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType attribute) (mleko.pipeline.steps.model_step.ModelStepOutputFitType attribute) MinMaxScalerTransformer (class in mleko.dataset.transform.min_max_scaler_transformer) MissingRateFeatureSelector (class in mleko.dataset.feature_select.missing_rate_feature_selector) mleko module mleko.cache module mleko.cache.cache_mixin module mleko.cache.fingerprinters module mleko.cache.fingerprinters.base_fingerprinter module mleko.cache.fingerprinters.callable_source_fingerprinter module mleko.cache.fingerprinters.csv_fingerprinter module mleko.cache.fingerprinters.json_fingerprinter module mleko.cache.fingerprinters.optuna_pruner_fingerprinter module mleko.cache.fingerprinters.optuna_sampler_fingerprinter module mleko.cache.fingerprinters.vaex_fingerprinter module mleko.cache.handlers module mleko.cache.handlers.base_cache_handler module mleko.cache.handlers.joblib_cache_handler module mleko.cache.handlers.json_cache_handler module mleko.cache.handlers.pickle_cache_handler module mleko.cache.handlers.string_cache_handler module mleko.cache.handlers.vaex_cache_handler module mleko.cache.lru_cache_mixin module mleko.dataset module mleko.dataset.convert module mleko.dataset.convert.base_converter module mleko.dataset.convert.csv_to_vaex_converter module mleko.dataset.data_schema module mleko.dataset.export module mleko.dataset.export.base_exporter module mleko.dataset.export.local_exporter module mleko.dataset.export.s3_exporter module mleko.dataset.feature_select module mleko.dataset.feature_select.base_feature_selector module mleko.dataset.feature_select.composite_feature_selector module mleko.dataset.feature_select.invariance_feature_selector module mleko.dataset.feature_select.missing_rate_feature_selector module mleko.dataset.feature_select.pearson_correlation_feature_selector module mleko.dataset.feature_select.variance_feature_selector module mleko.dataset.filter module mleko.dataset.filter.base_filter module mleko.dataset.filter.expression_filter module mleko.dataset.filter.imblearn_resampling_filter module mleko.dataset.ingest module mleko.dataset.ingest.base_ingester module mleko.dataset.ingest.kaggle_ingester module mleko.dataset.ingest.s3_ingester module mleko.dataset.split module mleko.dataset.split.base_splitter module mleko.dataset.split.expression_splitter module mleko.dataset.split.random_splitter module mleko.dataset.transform module mleko.dataset.transform.base_transformer module mleko.dataset.transform.composite_transformer module mleko.dataset.transform.expression_transformer module mleko.dataset.transform.frequency_encoder_transformer module mleko.dataset.transform.label_encoder_transformer module mleko.dataset.transform.max_abs_scaler_transformer module mleko.dataset.transform.min_max_scaler_transformer module mleko.model module mleko.model.base_model module mleko.model.lgbm_model module mleko.model.tune module mleko.model.tune.base_tuner module mleko.model.tune.optuna_tuner module mleko.pipeline module mleko.pipeline.data_container module mleko.pipeline.pipeline module mleko.pipeline.pipeline_step module mleko.pipeline.steps module mleko.pipeline.steps.convert_step module mleko.pipeline.steps.export_step module mleko.pipeline.steps.feature_select_step module mleko.pipeline.steps.filter_step module mleko.pipeline.steps.ingest_step module mleko.pipeline.steps.model_step module mleko.pipeline.steps.split_step module mleko.pipeline.steps.transform_step module mleko.pipeline.steps.tune_step module mleko.utils module mleko.utils.custom_logger module mleko.utils.decorators module mleko.utils.file_helpers module mleko.utils.s3_helpers module mleko.utils.tqdm_helpers module mleko.utils.vaex_helpers module model (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType attribute) (mleko.pipeline.steps.model_step.ModelStepOutputFitType attribute) ModelStep (class in mleko.pipeline.steps.model_step) ModelStepInputFitType (class in mleko.pipeline.steps.model_step) ModelStepInputTransformType (class in mleko.pipeline.steps.model_step) ModelStepOutputFitTransformType (class in mleko.pipeline.steps.model_step) ModelStepOutputFitType (class in mleko.pipeline.steps.model_step) ModelStepOutputTransformType (class in mleko.pipeline.steps.model_step) module mleko mleko.cache mleko.cache.cache_mixin mleko.cache.fingerprinters mleko.cache.fingerprinters.base_fingerprinter mleko.cache.fingerprinters.callable_source_fingerprinter mleko.cache.fingerprinters.csv_fingerprinter mleko.cache.fingerprinters.json_fingerprinter mleko.cache.fingerprinters.optuna_pruner_fingerprinter mleko.cache.fingerprinters.optuna_sampler_fingerprinter mleko.cache.fingerprinters.vaex_fingerprinter mleko.cache.handlers mleko.cache.handlers.base_cache_handler mleko.cache.handlers.joblib_cache_handler mleko.cache.handlers.json_cache_handler mleko.cache.handlers.pickle_cache_handler mleko.cache.handlers.string_cache_handler mleko.cache.handlers.vaex_cache_handler mleko.cache.lru_cache_mixin mleko.dataset mleko.dataset.convert mleko.dataset.convert.base_converter mleko.dataset.convert.csv_to_vaex_converter mleko.dataset.data_schema mleko.dataset.export mleko.dataset.export.base_exporter mleko.dataset.export.local_exporter mleko.dataset.export.s3_exporter mleko.dataset.feature_select mleko.dataset.feature_select.base_feature_selector mleko.dataset.feature_select.composite_feature_selector mleko.dataset.feature_select.invariance_feature_selector mleko.dataset.feature_select.missing_rate_feature_selector mleko.dataset.feature_select.pearson_correlation_feature_selector mleko.dataset.feature_select.variance_feature_selector mleko.dataset.filter mleko.dataset.filter.base_filter mleko.dataset.filter.expression_filter mleko.dataset.filter.imblearn_resampling_filter mleko.dataset.ingest mleko.dataset.ingest.base_ingester mleko.dataset.ingest.kaggle_ingester mleko.dataset.ingest.s3_ingester mleko.dataset.split mleko.dataset.split.base_splitter mleko.dataset.split.expression_splitter mleko.dataset.split.random_splitter mleko.dataset.transform mleko.dataset.transform.base_transformer mleko.dataset.transform.composite_transformer mleko.dataset.transform.expression_transformer mleko.dataset.transform.frequency_encoder_transformer mleko.dataset.transform.label_encoder_transformer mleko.dataset.transform.max_abs_scaler_transformer mleko.dataset.transform.min_max_scaler_transformer mleko.model mleko.model.base_model mleko.model.lgbm_model mleko.model.tune mleko.model.tune.base_tuner mleko.model.tune.optuna_tuner mleko.pipeline mleko.pipeline.data_container mleko.pipeline.pipeline mleko.pipeline.pipeline_step mleko.pipeline.steps mleko.pipeline.steps.convert_step mleko.pipeline.steps.export_step mleko.pipeline.steps.feature_select_step mleko.pipeline.steps.filter_step mleko.pipeline.steps.ingest_step mleko.pipeline.steps.model_step mleko.pipeline.steps.split_step mleko.pipeline.steps.transform_step mleko.pipeline.steps.tune_step mleko.utils mleko.utils.custom_logger mleko.utils.decorators mleko.utils.file_helpers mleko.utils.s3_helpers mleko.utils.tqdm_helpers mleko.utils.vaex_helpers N name (mleko.dataset.ingest.kaggle_ingester.KaggleFileManifest attribute) (mleko.utils.file_helpers.LocalFileEntry attribute) O OptimizeDirection (in module mleko.model.tune.optuna_tuner) OptunaPrunerFingerprinter (class in mleko.cache.fingerprinters.optuna_pruner_fingerprinter) OptunaSamplerFingerprinter (class in mleko.cache.fingerprinters.optuna_sampler_fingerprinter) OptunaTuner (class in mleko.model.tune.optuna_tuner) P PearsonCorrelationFeatureSelector (class in mleko.dataset.feature_select.pearson_correlation_feature_selector) PICKLE_CACHE_HANDLER (in module mleko.cache.handlers.pickle_cache_handler) Pipeline (class in mleko.pipeline.pipeline) PipelineStep (class in mleko.pipeline.pipeline_step) pop() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) popitem() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) put_s3_manifest() (mleko.utils.s3_helpers.S3Client method) python_to_lgbm_verbosity() (in module mleko.model.lgbm_model) R RandomSplitter (class in mleko.dataset.split.random_splitter) read_joblib() (in module mleko.cache.handlers.joblib_cache_handler) read_json() (in module mleko.cache.handlers.json_cache_handler) read_object() (mleko.utils.s3_helpers.S3Client method) read_pickle() (in module mleko.cache.handlers.pickle_cache_handler) read_string() (in module mleko.cache.handlers.string_cache_handler) read_vaex_dataframe() (in module mleko.cache.handlers.vaex_cache_handler) reader (mleko.cache.handlers.base_cache_handler.CacheHandler attribute) refresh_client() (mleko.utils.s3_helpers.S3Client method) remove_files() (mleko.utils.file_helpers.LocalManifestHandler method) removeFilter() (mleko.utils.custom_logger.CustomLogger method) removeHandler() (mleko.utils.custom_logger.CustomLogger method) RESERVED_KEYWORDS (in module mleko.dataset.convert.csv_to_vaex_converter) RESET_SEQ (mleko.utils.custom_logger.CustomFormatter attribute) run() (mleko.pipeline.pipeline.Pipeline method) S S3Client (class in mleko.utils.s3_helpers) S3Exporter (class in mleko.dataset.export.s3_exporter) S3ExporterConfig (class in mleko.dataset.export.s3_exporter) S3FileManifest (class in mleko.utils.s3_helpers) S3Ingester (class in mleko.dataset.ingest.s3_ingester) score (mleko.pipeline.steps.tune_step.TuneStepOutputType attribute) set_files() (mleko.utils.file_helpers.LocalManifestHandler method) set_global_log_level() (mleko.utils.custom_logger.CustomLogger static method) set_level() (mleko.utils.custom_logger.CustomLogger method) set_tqdm_percent_wrapper() (in module mleko.utils.tqdm_helpers) setdefault() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) setLevel() (mleko.utils.custom_logger.CustomLogger method) size (mleko.utils.file_helpers.LocalFileEntry attribute) (mleko.utils.s3_helpers.S3FileManifest attribute) split() (mleko.dataset.split.base_splitter.BaseSplitter method) (mleko.dataset.split.expression_splitter.ExpressionSplitter method) (mleko.dataset.split.random_splitter.RandomSplitter method) SplitStep (class in mleko.pipeline.steps.split_step) SplitStepInputType (class in mleko.pipeline.steps.split_step) SplitStepOutputType (class in mleko.pipeline.steps.split_step) STRING_CACHE_HANDLER (in module mleko.cache.handlers.string_cache_handler) suffix (mleko.cache.handlers.base_cache_handler.CacheHandler attribute) T T (in module mleko.pipeline.pipeline_step) timing() (in module mleko.utils.decorators) to_dict() (mleko.dataset.data_schema.DataSchema method) total_bytes (mleko.dataset.ingest.kaggle_ingester.KaggleFileManifest attribute) transform() (mleko.dataset.feature_select.base_feature_selector.BaseFeatureSelector method) (mleko.dataset.feature_select.composite_feature_selector.CompositeFeatureSelector method) (mleko.dataset.feature_select.missing_rate_feature_selector.MissingRateFeatureSelector method) (mleko.dataset.feature_select.variance_feature_selector.VarianceFeatureSelector method) (mleko.dataset.transform.base_transformer.BaseTransformer method) (mleko.model.base_model.BaseModel method) transformer (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType attribute) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType attribute) TransformStep (class in mleko.pipeline.steps.transform_step) TransformStepInputType (class in mleko.pipeline.steps.transform_step) TransformStepOutputFitTransformType (class in mleko.pipeline.steps.transform_step) TransformStepOutputFitType (class in mleko.pipeline.steps.transform_step) TransformStepOutputTransformType (class in mleko.pipeline.steps.transform_step) tune() (mleko.model.tune.base_tuner.BaseTuner method) (mleko.model.tune.optuna_tuner.OptunaTuner method) TuneStep (class in mleko.pipeline.steps.tune_step) TuneStepInputType (class in mleko.pipeline.steps.tune_step) TuneStepOutputType (class in mleko.pipeline.steps.tune_step) type (mleko.dataset.export.local_exporter.LocalExporterConfig attribute) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig attribute) TypedDictType (in module mleko.pipeline.pipeline_step) (in module mleko.pipeline.steps.convert_step) U update() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) upload_file() (mleko.utils.s3_helpers.S3Client method) username (mleko.dataset.ingest.kaggle_ingester.KaggleCredentials attribute) usesTime() (mleko.utils.custom_logger.CustomFormatter method) V V_CPU_COUNT (in module mleko.dataset.convert.csv_to_vaex_converter) VAEX_DATAFRAME_CACHE_HANDLER (in module mleko.cache.handlers.vaex_cache_handler) VaexFingerprinter (class in mleko.cache.fingerprinters.vaex_fingerprinter) validate_typeddict() (in module mleko.pipeline.pipeline_step) validation_dataframe (mleko.pipeline.steps.model_step.ModelStepInputFitType attribute) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType attribute) values() (mleko.dataset.export.local_exporter.LocalExporterConfig method) (mleko.dataset.export.s3_exporter.S3ExporterConfig method) (mleko.dataset.transform.expression_transformer.ExpressionTransformerConfig method) (mleko.pipeline.steps.convert_step.ConvertStepInputType method) (mleko.pipeline.steps.convert_step.ConvertStepOutputType method) (mleko.pipeline.steps.export_step.ExportStepInputType method) (mleko.pipeline.steps.export_step.ExportStepOutputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepInputType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitTransformType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputFitType method) (mleko.pipeline.steps.feature_select_step.FeatureSelectStepOutputTransformType method) (mleko.pipeline.steps.filter_step.FilterStepInputType method) (mleko.pipeline.steps.filter_step.FilterStepOutputType method) (mleko.pipeline.steps.ingest_step.IngestStepInputType method) (mleko.pipeline.steps.ingest_step.IngestStepOutputType method) (mleko.pipeline.steps.model_step.ModelStepInputFitType method) (mleko.pipeline.steps.model_step.ModelStepInputTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitTransformType method) (mleko.pipeline.steps.model_step.ModelStepOutputFitType method) (mleko.pipeline.steps.model_step.ModelStepOutputTransformType method) (mleko.pipeline.steps.split_step.SplitStepInputType method) (mleko.pipeline.steps.split_step.SplitStepOutputType method) (mleko.pipeline.steps.transform_step.TransformStepInputType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitTransformType method) (mleko.pipeline.steps.transform_step.TransformStepOutputFitType method) (mleko.pipeline.steps.transform_step.TransformStepOutputTransformType method) (mleko.pipeline.steps.tune_step.TuneStepInputType method) (mleko.pipeline.steps.tune_step.TuneStepOutputType method) VarianceFeatureSelector (class in mleko.dataset.feature_select.variance_feature_selector) W warn() (mleko.utils.custom_logger.CustomLogger method) warning() (mleko.utils.custom_logger.CustomLogger method) write_joblib() (in module mleko.cache.handlers.joblib_cache_handler) write_json() (in module mleko.cache.handlers.json_cache_handler) write_object() (mleko.utils.s3_helpers.S3Client method) write_pickle() (in module mleko.cache.handlers.pickle_cache_handler) write_string() (in module mleko.cache.handlers.string_cache_handler) write_vaex_dataframe() (in module mleko.cache.handlers.vaex_cache_handler) write_vaex_dataframe_with_cleanup() (in module mleko.dataset.convert.csv_to_vaex_converter) writer (mleko.cache.handlers.base_cache_handler.CacheHandler attribute)