Index

A

accumulation_steps (Seq2SeqTrainingConfig attribute) accuracy (ClassificationErrorData attribute) add_all_errors_and_metrics_for_image() (in module dataquality.utils.semantic_segmentation.errors) add_area_to_polygon() (in module dataquality.utils.semantic_segmentation.errors) add_area_to_polygons() (in module dataquality.utils.semantic_segmentation.metrics) add_area_to_polygons_batch() (in module dataquality.utils.semantic_segmentation.metrics) add_background_error_to_polygon() (in module dataquality.utils.semantic_segmentation.errors) add_callback() (in module dataquality.integrations.ultralytics) add_class_errors_to_polygon() (in module dataquality.utils.semantic_segmentation.errors) add_class_label_to_dataset() (in module dataquality.utils.auto) add_cv_smart_features() (ImageClassificationDataLogger class method) add_dep_to_polygon() (in module dataquality.utils.semantic_segmentation.errors) add_errors_and_metrics_to_polygons_batch() (in module dataquality.utils.semantic_segmentation.errors) add_generated_output_to_df() (in module dataquality.utils.seq2seq.generation) (Seq2SeqDataLogger method) add_ids_to_split() (BaseGalileoDataLogger method), [1] add_indices() (in module dataquality.utils.keras) add_input_cutoff_to_df() (in module dataquality.utils.seq2seq.offsets) add_lm_to_polygon() (in module dataquality.utils.semantic_segmentation.errors) add_patch() (PatchManager method) add_pca_to_df() (in module dataquality.utils.vaex) add_target_cutoff_to_df() (in module dataquality.utils.seq2seq.offsets) add_thread() (ThreadPoolManager static method) add_umap_pca_to_df() (in module dataquality.utils.vaex) add_val_data_if_missing() (in module dataquality.utils.auto) adjust_labels_bpe() (LabelTokenizer method) after_fit() (FastAiDQCallback method) after_pred() (FastAiDQCallback method) after_validate() (FastAiDQCallback method) agg (Condition attribute), [1] AggregateFunction (class in dataquality) (class in dataquality.schemas.condition) alerts (Route attribute), [1]

align_response_tokens_to_character_spans() (in module dataquality.utils.seq2seq.offsets) align_tokens_to_character_spans() (in module dataquality.utils.seq2seq.offsets) AlignedTokenData (class in dataquality.schemas.seq2seq) all_ids (ImageClassificationLoggerConfig attribute) AlpacaFormatter (class in dataquality.integrations.seq2seq.formatters.alpaca) Analytics (class in dataquality.analytics) analyze_image_smart_features() (in module dataquality.utils.cv_smart_features) analyze_image_smart_features_wrapper() (in module dataquality.utils.cv_smart_features) ApiClient (class in dataquality.clients.api) append() (AlignedTokenData method) (HDF5Store method) apply_column_map() (BaseGalileoDataLogger method), [1] apply_umap_to_embs() (in module dataquality.utils.emb) area (Polygon attribute) area_per_class (SemSegMetricData attribute) arrow (FileType attribute) assistant (ChatFormatter attribute) attach_classifier_hook() (ModelHookManager method) attach_hook() (ModelHookManager method) attach_hooks_to_model() (ModelHookManager method) aum (BaseLoggerAttributes attribute) auto (ModelFramework attribute) auto() (in module dataquality) (in module dataquality.dq_auto.auto) (in module dataquality.dq_auto.ner) (in module dataquality.dq_auto.text_classification) (in module dataquality.integrations.seq2seq.auto) (in module dataquality.integrations.setfit) auto_kwargs (AutoInsights attribute) auto_notebook() (in module dataquality) (in module dataquality.dq_auto.notebook) AutoInsights (class in dataquality.dq_start) avg (AggregateFunction attribute), [1]

B

background (ErrorType attribute) background_accuracy() (in module dataquality.utils.semantic_segmentation.errors) background_error_pct (Polygon attribute) BaseAutoDatasetConfig (class in dataquality.dq_auto.schema) BaseAutoTrainingConfig (class in dataquality.dq_auto.schema) BaseDatasetManager (class in dataquality.dq_auto.base_data_manager) BaseFormatter (class in dataquality.integrations.seq2seq.formatters.base) BaseGalileoDataLogger (class in dataquality.loggers.data_logger) (class in dataquality.loggers.data_logger.base_data_logger) BaseGalileoLogger (class in dataquality.loggers) (class in dataquality.loggers.base_logger) BaseGalileoModelLogger (class in dataquality.loggers.model_logger) (class in dataquality.loggers.model_logger.base_model_logger) BaseInsights (class in dataquality.dq_start) BaseLoggerAttributes (class in dataquality.loggers.base_logger) BaseSeq2SeqDataFormatter (class in dataquality.loggers.data_logger.seq2seq.formatters) BaseSeq2SeqModelFormatter (class in dataquality.loggers.model_logger.seq2seq.formatters) batch (BatchData attribute) (HelperData attribute) (TorchHelper attribute) batch_size (BaseAutoTrainingConfig attribute) BatchData (class in dataquality.integrations.seq2seq.formatters.base) BatchGenerationData (class in dataquality.schemas.seq2seq)

BatchLogger (class in dataquality.integrations.ultralytics) bbox (ODCols attribute) before_batch() (FastAiDQCallback method) before_epoch() (FastAiDQCallback method) before_fit() (FastAiDQCallback method) before_train() (FastAiDQCallback method) before_validate() (FastAiDQCallback method) BILOU (TaggingSchema attribute) binary (TextMultiLabelLoggerConfig attribute) BIO (TaggingSchema attribute) BIOES (TaggingSchema attribute) biou (SemSegMetricType attribute) blur (CVSmartFeatureColumn attribute) Borg (class in dataquality.utils.patcher) box_format (ObjectDetectionLoggerConfig attribute) box_label() (in module dataquality.utils.ultralytics) BoxFormat (class in dataquality.loggers.logger_config.object_detection) bpe_tokens (HFCol attribute) build_empty_model() (in module dataquality.utils.keras) build_polygons_image() (in module dataquality.utils.semantic_segmentation.polygons) build_polygons_label() (in module dataquality.utils.semantic_segmentation.polygons) build_run_report() (in module dataquality) (in module dataquality.core.report)

C

calculate_and_upload_dep() (in module dataquality.utils.semantic_segmentation.metrics) calculate_batch_metric() (in module dataquality.utils.semantic_segmentation.metrics) calculate_classification_error() (in module dataquality.utils.semantic_segmentation.errors) calculate_cutoffs() (Seq2SeqDataLogger method) calculate_dep_heatmaps() (in module dataquality.utils.semantic_segmentation.metrics) calculate_lm_for_batch() (in module dataquality.utils.semantic_segmentation.lm) calculate_lm_pct() (in module dataquality.utils.semantic_segmentation.errors) calculate_mislabeled_pixels() (SemanticTorchLogger method) calculate_mislabled_by_noise() (in module dataquality.utils.semantic_segmentation.lm) calculate_polygon_area() (in module dataquality.utils.semantic_segmentation.metrics) calculate_self_confidence() (in module dataquality.utils.semantic_segmentation.lm) calculate_self_confidence_threshold() (in module dataquality.utils.semantic_segmentation.lm) call_finish (AutoInsights attribute) (BaseInsights attribute) Callback (class in dataquality.integrations.ultralytics) capture_exception() (Analytics method) change_function() (in module dataquality.utils.profiler) channels (CVSmartFeatureColumn attribute) ChatFormatter (class in dataquality.integrations.seq2seq.formatters.chat) ChatHistoryFormatter (class in dataquality.integrations.seq2seq.formatters.chat) check_for_logging_failures() (BaseGalileoLogger class method), [1] check_noop() (in module dataquality.utils.helpers) chunk_load_then_upload_df() (in module dataquality.utils.upload) class_confusion (ErrorType attribute) class_filter (FilterParams attribute) classification (ErrorType attribute) Cleanup (class in dataquality.utils.patcher) cleanup (Route attribute), [1] cleanup_cuda() (in module dataquality.utils.torch) clear() (DataSampleLogArgs method) (ModelOutputsStore method) (TorchHelper method) (tqdm method) clear_all() (ModelOutputsStore method) close() (tqdm method) cls_error_data (Polygon attribute) colorize_dep_heatmap() (in module dataquality.utils.semantic_segmentation.metrics) combine_with_default_kwargs() (in module dataquality.utils.keras) compute_confidence() (in module dataquality.utils.ml) compute_metric() (in module dataquality.utils.semantic_segmentation.metrics) compute_metrics() (in module dataquality.dq_auto.ner_trainer) (in module dataquality.dq_auto.tc_trainer) compute_nll_loss() (in module dataquality.utils.ml) concat_hdf5_files() (in module dataquality.utils.hdf5_store) condition (ReportConditionData attribute) conditions (BaseLoggerConfig attribute) (RunReportData attribute) ConditionStatus (class in dataquality.schemas.report) conf_prob (NERColumns attribute) confidence (NERProbMethod attribute) configure() (in module dataquality) (in module dataquality.core) conform_split() (in module dataquality.schemas.split)

construct_image_ids() (ObjectDetectionModelLogger method) content_col (ChatFormatter attribute) content_path() (Route static method), [1] contours (Polygon attribute) contours_json() (Polygon method) contours_opencv() (Polygon method) contrast (CVSmartFeatureColumn attribute) convert_cxywh_xyxy() (in module dataquality.utils.od) convert_dataset() (Callback method) (SemanticTorchLogger method) convert_fancy_idx_str_to_slice() (in module dataquality.utils.torch) convert_img_dl_to_df() (in module dataquality.integrations.fastai) convert_large_string() (BaseGalileoDataLogger method), [1] (ImageClassificationDataLogger method) (ObjectDetectionDataLogger method) (Seq2SeqDataLogger method) convert_logits_to_logprobs() (Seq2SeqModelLogger method) convert_logits_to_prob_binary() (BaseGalileoModelLogger method), [1] (TextMultiLabelModelLogger method) convert_logits_to_probs() (BaseGalileoModelLogger method), [1] (TextMultiLabelModelLogger method) convert_np_to_pa() (in module dataquality.utils.emb) convert_pa_to_np() (in module dataquality.utils.emb) convert_tab_dl_to_df() (in module dataquality.integrations.fastai) convert_tlxywh_xyxy() (in module dataquality.utils.od) create_and_upload_data_embs() (BaseGalileoDataLogger class method), [1] (ObjectDetectionDataLogger class method) (TextNERDataLogger class method) create_data_embs (BaseAutoTrainingConfig attribute) create_data_embs_df() (in module dataquality.utils.vaex) create_edit() (ApiClient method) (in module dataquality.metrics) create_embedding() (in module dataquality.integrations.ultralytics) create_in_out_frames() (BaseGalileoDataLogger method), [1] (Seq2SeqDataLogger method) create_log_file_dir() (InitManager method) create_minio_client_for_exoscale_cluster() (ObjectStore method) create_object() (ObjectStore method) create_project() (ApiClient method) create_project_run_object_from_df() (ObjectStore method) create_run() (ApiClient method) create_run_name() (in module dataquality.core.init) create_tar_archive() (in module dataquality.utils.upload_model) created_at (RunReportData attribute) csv (FileType attribute) cuml_available() (in module dataquality.utils.cuda) cur_epoch (BaseLoggerConfig attribute) cur_inference_name (BaseLoggerConfig attribute) cur_split (BaseLoggerConfig attribute) current_user (Route attribute), [1] CustomSplitAdapter (class in dataquality.utils.dq_logger) CVSmartFeatureColumn (class in dataquality.schemas.cv) cxywh (BoxFormat attribute)

D

data (BaseLoggerDataFrames attribute) data_embs_col (BaseAutoTrainingConfig attribute) (Seq2SeqTrainingConfig attribute) data_error_potential (Polygon attribute) data_error_potential_high (FilterParams attribute) data_error_potential_low (FilterParams attribute) DATA_FOLDER_EXTENSION (BaseGalileoDataLogger attribute), [1] (ImageClassificationDataLogger attribute) (Seq2SeqDataLogger attribute) (TextNERDataLogger attribute) data_x (BaseLoggerAttributes attribute) data_y (BaseLoggerAttributes attribute) dataloader_indices (FAIKey attribute) dataloader_random_sampling (BaseLoggerConfig attribute) DataQuality (class in dataquality) (class in dataquality.dq_start) dataquality.analytics module dataquality.clients module dataquality.clients.api module dataquality.clients.objectstore module dataquality.core module dataquality.core.auth module dataquality.core.finish module dataquality.core.init module dataquality.core.log module dataquality.core.report module dataquality.dq_auto module dataquality.dq_auto.auto module dataquality.dq_auto.base_data_manager module dataquality.dq_auto.ner module dataquality.dq_auto.ner_trainer module dataquality.dq_auto.notebook module dataquality.dq_auto.schema module dataquality.dq_auto.tc_trainer module dataquality.dq_auto.text_classification module dataquality.dq_start module dataquality.dqyolo module dataquality.exceptions module dataquality.integrations module dataquality.integrations.fastai module dataquality.integrations.hf module dataquality.integrations.keras module dataquality.integrations.lightning module dataquality.integrations.seq2seq module dataquality.integrations.seq2seq.auto module dataquality.integrations.seq2seq.core module dataquality.integrations.seq2seq.formatters module dataquality.integrations.seq2seq.formatters.alpaca module dataquality.integrations.seq2seq.formatters.base module dataquality.integrations.seq2seq.formatters.chat module dataquality.integrations.seq2seq.s2s_trainer module dataquality.integrations.seq2seq.schema module dataquality.integrations.setfit module dataquality.integrations.torch module dataquality.integrations.torch_semantic_segmentation module dataquality.integrations.transformers_trainer module dataquality.integrations.ultralytics module dataquality.internal module dataquality.loggers module dataquality.loggers.base_logger module dataquality.loggers.data_logger module dataquality.loggers.data_logger.base_data_logger module dataquality.loggers.data_logger.image_classification module dataquality.loggers.data_logger.object_detection module dataquality.loggers.data_logger.semantic_segmentation module dataquality.loggers.data_logger.seq2seq module dataquality.loggers.data_logger.seq2seq.chat module dataquality.loggers.data_logger.seq2seq.completion module dataquality.loggers.data_logger.seq2seq.formatters module dataquality.loggers.data_logger.seq2seq.seq2seq_base module dataquality.loggers.data_logger.tabular_classification module dataquality.loggers.data_logger.text_classification module dataquality.loggers.data_logger.text_multi_label module dataquality.loggers.data_logger.text_ner module dataquality.loggers.logger_config module dataquality.loggers.logger_config.base_logger_config module dataquality.loggers.logger_config.image_classification module dataquality.loggers.logger_config.object_detection module dataquality.loggers.logger_config.semantic_segmentation module dataquality.loggers.logger_config.seq2seq module dataquality.loggers.logger_config.seq2seq.chat module dataquality.loggers.logger_config.seq2seq.completion module dataquality.loggers.logger_config.seq2seq.seq2seq_base module dataquality.loggers.logger_config.tabular_classification module dataquality.loggers.logger_config.text_classification module dataquality.loggers.logger_config.text_multi_label module dataquality.loggers.logger_config.text_ner module dataquality.loggers.model_logger module dataquality.loggers.model_logger.base_model_logger module dataquality.loggers.model_logger.image_classification module dataquality.loggers.model_logger.object_detection module dataquality.loggers.model_logger.semantic_segmentation module dataquality.loggers.model_logger.seq2seq module dataquality.loggers.model_logger.seq2seq.chat module dataquality.loggers.model_logger.seq2seq.completion module dataquality.loggers.model_logger.seq2seq.formatters module dataquality.loggers.model_logger.seq2seq.seq2seq_base module dataquality.loggers.model_logger.tabular_classification module dataquality.loggers.model_logger.text_classification module dataquality.loggers.model_logger.text_multi_label module dataquality.loggers.model_logger.text_ner module

dataquality.metrics module dataquality.schemas module dataquality.schemas.condition module dataquality.schemas.cv module dataquality.schemas.dataframe module dataquality.schemas.edit module dataquality.schemas.hf module dataquality.schemas.job module dataquality.schemas.metrics module dataquality.schemas.model module dataquality.schemas.ner module dataquality.schemas.report module dataquality.schemas.request_type module dataquality.schemas.route module dataquality.schemas.semantic_segmentation module dataquality.schemas.seq2seq module dataquality.schemas.split module dataquality.schemas.task_type module dataquality.schemas.torch module dataquality.utils module dataquality.utils.arrow module dataquality.utils.auth module dataquality.utils.auto module dataquality.utils.auto_trainer module dataquality.utils.cuda module dataquality.utils.cv module dataquality.utils.cv_smart_features module dataquality.utils.dq_logger module dataquality.utils.dqyolo module dataquality.utils.emb module dataquality.utils.file module dataquality.utils.hdf5_store module dataquality.utils.helpers module dataquality.utils.hf_images module dataquality.utils.hf_tokenizer module dataquality.utils.imports module dataquality.utils.keras module dataquality.utils.ml module dataquality.utils.name module dataquality.utils.od module dataquality.utils.patcher module dataquality.utils.profiler module dataquality.utils.semantic_segmentation module dataquality.utils.semantic_segmentation.constants module dataquality.utils.semantic_segmentation.errors module dataquality.utils.semantic_segmentation.lm module dataquality.utils.semantic_segmentation.metrics module dataquality.utils.semantic_segmentation.polygons module dataquality.utils.semantic_segmentation.utils module dataquality.utils.seq2seq module dataquality.utils.seq2seq.data_error_potential module dataquality.utils.seq2seq.decoder_only module dataquality.utils.seq2seq.generation module dataquality.utils.seq2seq.logprobs module dataquality.utils.seq2seq.offsets module dataquality.utils.setfit module dataquality.utils.task_helpers module dataquality.utils.tf module dataquality.utils.thread_pool module dataquality.utils.torch module dataquality.utils.transformers module dataquality.utils.ultralytics module dataquality.utils.upload module dataquality.utils.upload_model module dataquality.utils.vaex module dataquality.utils.version module DataQualityCallback (class in dataquality.integrations.keras) DataSampleLogArgs (class in dataquality.utils.setfit) debug_logging() (Analytics method) decoder_only (Seq2SeqModelType attribute) DecoderOnlyDataFormatter (class in dataquality.loggers.data_logger.seq2seq.formatters) DecoderOnlyModelFormatter (class in dataquality.loggers.model_logger.seq2seq.formatters) default (JobName attribute) DefaultFormatter (class in dataquality.integrations.seq2seq.formatters.base) delete (EditAction attribute) DELETE (RequestType attribute), [1] delete_alerts() (ApiClient method) delete_alerts_for_split() (ApiClient method) delete_project() (ApiClient method) delete_project_by_name() (ApiClient method) delete_run() (ApiClient method) (in module dataquality.core.init) delete_run_by_name() (ApiClient method) DEMO_DATASETS (BaseDatasetManager attribute) (NERDatasetManager attribute) (S2SDatasetManager attribute) (TCDatasetManager attribute) denorm() (in module dataquality.utils.ultralytics) dep_heatmap_to_img() (in module dataquality.utils.semantic_segmentation.metrics) deserialize_json (Pixel property) deserialize_opencv (Pixel property) detach_hooks() (ModelHookManager method) detect_model() (in module dataquality.dq_start) DFVar (class in dataquality.schemas.dataframe) dice (SemSegMetricType attribute) disable_galileo() (in module dataquality) (in module dataquality.utils.helpers) disable_galileo_verbose() (in module dataquality) (in module dataquality.utils.helpers) display() (tqdm method) display_distribution() (in module dataquality.metrics) distribution (Route attribute), [1] dl_next_idx_ids (HelperData attribute) (TorchHelper attribute) do_model_eval() (in module dataquality.integrations.setfit) do_sample (Seq2SeqGenerationConfig attribute) do_train() (in module dataquality.integrations.seq2seq.s2s_trainer) (in module dataquality.utils.auto_trainer) doc() (BaseGalileoLogger class method), [1] docs() (in module dataquality) (in module dataquality.core.log) DOWNLOAD_CHUNK_SIZE_MB (ObjectStore attribute) download_file() (ObjectStore method) dq_log_file_path() (in module dataquality.utils.dq_logger) dq_log_object_name() (in module dataquality.utils.dq_logger) dqcallback (HelperData attribute) DQTrainerCallback (class in dataquality.integrations.transformers_trainer) draw_polygon() (in module dataquality.utils.semantic_segmentation.polygons) drop_empty_columns() (in module dataquality.utils.vaex) dummy (PolygonType attribute) dummy_polygon() (Polygon static method)

E

edit_action (Edit attribute) EditAction (class in dataquality.schemas.edit) edits (Route attribute), [1] email_subject (RunReportData attribute) emb (BaseLoggerDataFrames attribute) (NERColumns attribute) (Seq2SeqOutputCols attribute) embedding_dim (TorchBaseInstance attribute) (TorchLogger attribute) embedding_fn (TorchBaseInstance attribute) embedding_fn() (in module dataquality.integrations.ultralytics) embs (BaseGalileoModelLogger attribute) (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute), [1] (ModelOutputsStore attribute) enable_galileo() (in module dataquality) (in module dataquality.utils.helpers) enable_galileo_verbose() (in module dataquality) (in module dataquality.utils.helpers) encoder_decoder (Seq2SeqModelType attribute) EncoderDecoderDataFormatter (class in dataquality.loggers.data_logger.seq2seq.formatters) EncoderDecoderModelFormatter (class in dataquality.loggers.model_logger.seq2seq.formatters) end (SpanKey attribute) enter() (AutoInsights method) (BaseInsights method) epoch (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute), [1] (NERColumns attribute) (Seq2SeqOutputCols attribute)

epochs (BaseAutoTrainingConfig attribute) (Route attribute), [1] (Seq2SeqTrainingConfig attribute) eq (Operator attribute), [1] error_type (Polygon attribute) ErrorType (class in dataquality.schemas.semantic_segmentation) Evaluate (class in dataquality.integrations.setfit) evaluate() (Condition method), [1] (in module dataquality.integrations.setfit) exception (BaseLoggerConfig attribute) exception_from_error() (in module dataquality.utils.profiler) exclude_ids (FilterParams attribute) existing_run (BaseLoggerConfig attribute) exit() (BaseInsights method) expand_binary_classification() (SemanticTorchLogger method) export (Route attribute), [1] export_df() (BaseGalileoDataLogger method), [1] (SemanticSegmentationDataLogger method) export_edits (Route attribute), [1] export_edits() (ApiClient method) export_run() (ApiClient method) extend_from() (BatchGenerationData method) external_write_mode() (tqdm class method) extract_gold_spans_at_word_level() (in module dataquality.utils.hf_tokenizer) extract_split_indices() (in module dataquality.integrations.fastai) extract_tokenized_responses() (in module dataquality.utils.seq2seq.decoder_only) extract_top_logprobs() (in module dataquality.utils.seq2seq.logprobs) extract_value() (in module dataquality.utils.dqyolo)

F

FAIKey (class in dataquality.integrations.fastai) failed (ConditionStatus attribute) FastAiDQCallback (class in dataquality.integrations.fastai) feature_importances (TabularClassificationLoggerConfig attribute) feature_names (BaseLoggerConfig attribute) file_map (Callback attribute) FileType (class in dataquality.schemas.dataframe) fill_confident_counts() (in module dataquality.utils.semantic_segmentation.lm) filter (Edit attribute) filter_arrays_and_concatenate() (in module dataquality.utils.od) filter_df() (in module dataquality.utils.vaex) filters (Condition attribute), [1] find_dq_hook_by_name() (in module dataquality.utils.torch) find_last_run() (in module dataquality.utils.dqyolo) find_mask_category() (SemanticTorchLogger method) find_midpoint() (in module dataquality.integrations.ultralytics) find_polygons_batch() (in module dataquality.utils.semantic_segmentation.polygons) finish (BaseLoggerConfig attribute) finish() (in module dataquality) (in module dataquality.core.finish) (SemanticTorchLogger method) FixDistributedDatasetPatch (class in dataquality.utils.keras) format_batch() (BaseFormatter method)

format_dict (tqdm property) format_interval() (tqdm static method) format_meter() (tqdm static method) format_num() (tqdm static method) format_sample() (AlpacaFormatter method) (BaseFormatter method) (BaseSeq2SeqModelFormatter method) (ChatFormatter method) (ChatHistoryFormatter method) (DecoderOnlyModelFormatter method) (DefaultFormatter method) (EncoderDecoderModelFormatter method) format_sizeof() (tqdm static method) format_text() (BaseSeq2SeqDataFormatter method) (DecoderOnlyDataFormatter method) (EncoderDecoderDataFormatter method) formatted_prompts (Seq2SeqInputTempCols attribute) formatter (BaseAutoDatasetConfig attribute) forward_hook_with_store() (FastAiDQCallback method) framework (AutoInsights attribute) (BaseInsights attribute) (TFInsights attribute) (TorchInsights attribute) (TrainerInsights attribute)

G

galileo_disabled() (in module dataquality.utils.helpers) galileo_error_type (NERColumns attribute) galileo_verbose_logging() (in module dataquality.utils.helpers) GalileoDataLoggerAttributes (class in dataquality.loggers.data_logger.object_detection) (class in dataquality.loggers.data_logger.text_classification) (class in dataquality.loggers.data_logger.text_ner) GalileoException GalileoModelLoggerAttributes (class in dataquality.loggers.model_logger.text_classification) (class in dataquality.loggers.model_logger.text_ner) GalileoWarning generate_indices() (in module dataquality.utils.keras) generate_on_batch() (in module dataquality.utils.seq2seq.generation) generate_sample() (BaseSeq2SeqDataFormatter method) (DecoderOnlyDataFormatter method) (EncoderDecoderDataFormatter method) generate_smart_features() (in module dataquality.utils.cv_smart_features) generate_split() (in module dataquality.utils.keras) generated_cols() (Seq2SeqOutputCols static method) generated_ids (ModelGeneration attribute) generated_logprob_data (ModelGeneration attribute) generated_output (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) (Seq2SeqOutputCols attribute) generated_outputs (BatchGenerationData attribute) generated_token_label_offsets (BatchGenerationData attribute) (Seq2SeqOutputCols attribute) generated_token_label_positions (BatchGenerationData attribute) (Seq2SeqOutputCols attribute) generated_token_logprobs (BatchGenerationData attribute) (Seq2SeqOutputCols attribute) generated_top_logprobs (BatchGenerationData attribute) (Seq2SeqOutputCols attribute) generation_config (Seq2SeqLoggerConfig attribute) generation_data (Seq2SeqOutputCols attribute) generation_splits (Seq2SeqGenerationConfig attribute) (Seq2SeqLoggerConfig attribute) GET (RequestType attribute), [1] get_alerts() (ApiClient method) (in module dataquality.metrics) get_all_subclasses() (BaseGalileoLogger class method), [1] get_argmax_probs() (SemanticTorchLogger method) get_batch_size() (in module dataquality.utils.keras) get_column_distribution() (ApiClient method) get_concat_emb_df() (in module dataquality.utils.emb) get_conf_thres() (in module dataquality.utils.dqyolo) get_current_run_labels() (in module dataquality) (in module dataquality.core.log) get_current_user() (ApiClient method) get_data_embeddings() (in module dataquality.metrics) get_data_formatter() (in module dataquality.loggers.data_logger.seq2seq.formatters) get_data_logger() (in module dataquality) (in module dataquality.core.log) get_data_logger_attr() (BaseGalileoDataLogger static method), [1] get_dataframe() (in module dataquality.metrics) get_dataloader() (in module dataquality.integrations.hf) get_dataset_dict() (BaseDatasetManager method) get_dataset_dict_from_config() (S2SDatasetManager method) get_dataset_path() (in module dataquality.utils.dqyolo) get_device_info() (in module dataquality.utils.profiler) get_dq_log_file() (in module dataquality) (in module dataquality.utils.dq_logger) get_dq_logger() (in module dataquality.utils.dq_logger) get_dup_ids() (in module dataquality.utils.vaex) get_edited_dataframe() (in module dataquality.metrics) get_edits() (ApiClient method) get_embedding_layer_auto() (ModelHookManager method) get_embeddings() (in module dataquality.metrics) get_epochs() (in module dataquality.metrics) get_epochs_for_run() (ApiClient method) get_extension_for_dir() (in module dataquality.utils.file) get_fields() (HFCol static method) get_file_extension() (in module dataquality.utils.file) get_formatter() (in module dataquality.integrations.seq2seq.formatters) get_healthcheck_dq() (ApiClient method) get_image_ids_and_image_paths() (SemanticTorchLogger method) get_inference_names() (ApiClient method) get_iou_thres() (in module dataquality.utils.dqyolo) get_labels_for_run() (ApiClient method) (in module dataquality.metrics) get_largest_epoch_for_split() (in module dataquality.utils.file) get_largest_epoch_for_splits() (in module dataquality.utils.file) get_last_epoch_for_splits() (in module dataquality.utils.file) get_layer() (FastAiDQCallback method) get_layer_by_name() (ModelHookManager method) get_lock() (tqdm class method) get_logger() (BaseGalileoLogger class method), [1] get_mapping() (TaskType static method) get_meta_cols() (in module dataquality.utils.auto) get_metadata_columns() (ApiClient method) get_method() (RequestType static method), [1] get_metrics() (DataQuality method), [1] (in module dataquality.metrics)

get_mislabeled_by_class_confidence() (in module dataquality.utils.semantic_segmentation.lm) get_mislabeled_by_noise() (in module dataquality.utils.semantic_segmentation.lm) get_model_formatter() (in module dataquality.loggers.model_logger.seq2seq.formatters) get_model_logger() (in module dataquality) (in module dataquality.core.log) get_model_logger_attr() (BaseGalileoModelLogger static method), [1] get_model_path() (in module dataquality.utils.dqyolo) get_or_create_project() (InitManager method) get_or_create_run() (InitManager method) get_output_df() (in module dataquality.utils.vaex) get_pca_embeddings() (in module dataquality.utils.cuda) get_polygon_data() (SemanticSegmentationModelLogger method) get_presigned_url() (ApiClient method) get_presigned_url_for_model() (ApiClient method) get_probabilities() (in module dataquality.metrics) get_project() (ApiClient method) get_project_by_name() (ApiClient method) get_project_run() (ApiClient method) get_project_run_by_name() (ApiClient method) get_project_run_name() (ApiClient method) get_project_runs() (ApiClient method) get_project_runs_by_name() (ApiClient method) get_projects() (ApiClient method) get_raw_data() (in module dataquality.metrics) get_run_link() (ApiClient method) (in module dataquality) (in module dataquality.core.log) get_run_metrics() (ApiClient method) get_run_status() (ApiClient method) (in module dataquality) (in module dataquality.core.finish) get_run_summary() (ApiClient method) (in module dataquality.metrics) get_sample_key() (TextNERLoggerConfig method) get_seq2seq_tasks() (TaskType static method) get_slice_by_name() (ApiClient method) get_splits() (ApiClient method) get_task_type() (ApiClient method) (in module dataquality.utils.task_helpers) get_task_type_from_data() (in module dataquality.utils.auto) get_tasks_for_run() (ApiClient method) (in module dataquality.metrics) get_token() (ApiClient method) get_token_dep_from_labels() (in module dataquality.utils.seq2seq.data_error_potential) get_top_logprob_indices() (in module dataquality.utils.seq2seq.logprobs) get_trainer() (in module dataquality.dq_auto.ner_trainer) (in module dataquality.dq_auto.tc_trainer) (in module dataquality.integrations.seq2seq.s2s_trainer) (in module dataquality.utils.setfit) get_umap_embeddings() (in module dataquality.utils.cuda) get_uploaded_model_info() (ApiClient method) get_valid() (BaseLoggerAttributes static method) (GalileoDataLoggerAttributes static method), [1], [2] (GalileoModelLoggerAttributes static method), [1] get_valid_attributes() (BaseGalileoLogger static method), [1] (ObjectDetectionDataLogger static method) (Seq2SeqDataLogger static method) (Split static method) (TextClassificationDataLogger static method) (TextClassificationModelLogger static method) (TextNERDataLogger static method) (TextNERModelLogger static method) get_valid_keys() (Split static method) get_valid_tasks() (TaskType static method) get_x_len() (in module dataquality.utils.keras) ghost_percentage (Polygon attribute) ghost_span (NERErrorType attribute) gold (BaseLoggerAttributes attribute) (NERColumns attribute) (PolygonType attribute) gold_cls (ODCols attribute) gold_conf_prob (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) gold_emb (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) gold_filter (FilterParams attribute) gold_loss_prob (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) gold_loss_prob_label (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) gold_spans (BaseLoggerAttributes attribute) (GalileoDataLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) (HFCol attribute) (TextNERLoggerConfig attribute) gpu_available() (in module dataquality.utils.helpers) greater_than (MetaFilter attribute) ground_truth (SplitConditionData attribute) groupby (Route attribute), [1] gt (Operator attribute), [1] gte (Operator attribute), [1]

H

h (StoreHook attribute) handle_exception() (Analytics method) has_len() (in module dataquality.utils.helpers) hash (CVSmartFeatureColumn attribute) HDF5Store (class in dataquality.utils.hdf5_store) headers() (in module dataquality.utils.auth) healthcheck (Route attribute), [1] healthcheck_dq (Route attribute), [1] height (CVSmartFeatureColumn attribute) (ODCols attribute) helper_data (BaseLoggerConfig attribute)

HelperData (class in dataquality.schemas.torch) hf (ModelFramework attribute) hf_available() (in module dataquality.utils.imports) hf_data (BaseAutoDatasetConfig attribute) hf_tokenizer (ChatHistoryFormatter attribute) HFCol (class in dataquality.schemas.hf) hook() (StoreHook method) hook_manager (DQTrainerCallback attribute) (HelperData attribute) (LightningDQCallback attribute) (TorchHelper attribute)

I

id (BaseLoggerAttributes attribute) (HFCol attribute) (NERColumns attribute) (ODCols attribute) (SemSegCols attribute) (Seq2SeqInputCols attribute) (Seq2SeqOutputCols attribute) id_to_formatted_prompt_length (Seq2SeqLoggerConfig attribute) id_to_tokens (Seq2SeqLoggerConfig attribute) ids (BaseGalileoModelLogger attribute) (BaseLoggerAttributes attribute) (DataSampleLogArgs attribute) (FAIKey attribute) (FilterParams attribute) (GalileoDataLoggerAttributes attribute), [1], [2] (GalileoModelLoggerAttributes attribute), [1] (ModelOutputsStore attribute) (TorchHelper attribute) ids_queue (ModelOutputsStore attribute) idx_to_id_map (BaseLoggerConfig attribute) image (BaseLoggerAttributes attribute) (GalileoDataLoggerAttributes attribute) (ODCols attribute) (SemSegCols attribute) image_classification (TaskType attribute) image_cloud_path (ObjectDetectionLoggerConfig attribute) image_path (CVSmartFeatureColumn attribute) (SemSegCols attribute) ImageClassificationDataLogger (class in dataquality.loggers.data_logger.image_classification) ImageClassificationModelLogger (class in dataquality.loggers.model_logger.image_classification) infer_schema() (in module dataquality.integrations.hf) inference (JobName attribute) (Split attribute) inference_filter (FilterParams attribute) inference_logged (BaseLoggerConfig attribute) inference_name (BaseGalileoDataLogger attribute) (BaseGalileoLogger attribute) (BaseGalileoModelLogger attribute) (BaseLoggerAttributes attribute) (DataSampleLogArgs attribute) (Edit attribute) (GalileoDataLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute), [1] (NERColumns attribute) (Seq2SeqOutputCols attribute) (SplitConditionData attribute)

inference_names (Route attribute), [1] init() (in module dataquality) (in module dataquality.core.init) init_config() (FastAiDQCallback method) init_project() (AutoInsights method) (BaseInsights method) init_run() (Callback method) initialize_sample() (LabelTokenizer method) InitManager (class in dataquality.core.init) input (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) input_col (AlpacaFormatter attribute) (BaseAutoDatasetConfig attribute) (BaseFormatter attribute) (ChatFormatter attribute) (DefaultFormatter attribute) (Seq2SeqDatasetConfig attribute) input_cutoff (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) INPUT_DATA_BASE (BaseGalileoDataLogger attribute), [1] input_data_file() (BaseGalileoDataLogger method), [1] INPUT_DATA_FILE_EXT (BaseGalileoDataLogger attribute), [1] (SemanticSegmentationDataLogger attribute) input_data_logged (BaseLoggerConfig attribute) input_data_path (BaseGalileoDataLogger property), [1] input_ids (HFCol attribute) int_labels (BaseLoggerConfig attribute) ipython_exception_handler() (Analytics method) is_drifted (InferenceFilter attribute) is_gold (NERColumns attribute) is_hf_dataset() (BaseGalileoLogger class method), [1] is_otb (InferenceFilter attribute) is_patch (Patch attribute) is_pred (NERColumns attribute) is_tf_2() (in module dataquality.utils.tf) is_train_or_val() (FastAiDQCallback method) is_valid() (BaseGalileoLogger method), [1] is_valid_span_label() (TextNERDataLogger class method) isin (MetaFilter attribute) isolate_response_tokens() (in module dataquality.utils.seq2seq.decoder_only)

J

JobName (class in dataquality.schemas.job)

jobs (Route attribute), [1] json (FileType attribute)

K

keras (ModelFramework attribute)

L

label (BaseLoggerAttributes attribute) (SpanKey attribute) label_idx (Polygon attribute) label_idx_map (BaseGalileoLogger property), [1] labels (BaseLoggerAttributes attribute) (BaseLoggerConfig attribute) (DataSampleLogArgs attribute) (GalileoDataLoggerAttributes attribute) (HFCol attribute) (Route attribute), [1] (TextClassificationLoggerConfig attribute) (TextMultiLabelLoggerConfig attribute) labels_to_idx() (BaseGalileoLogger method), [1] LabelTokenizer (class in dataquality.utils.hf_tokenizer) lasso (FilterParams attribute) last_action (HelperData attribute) last_epoch (BaseLoggerConfig attribute) latest_job (Route attribute), [1] learning_rate (BaseAutoTrainingConfig attribute) less_than (MetaFilter attribute) LightningDQCallback (class in dataquality.integrations.lightning) likely_mislabeled (FilterParams attribute) likely_mislabeled_dep_percentile (FilterParams attribute) likely_mislabeled_pct (Polygon attribute) LIMIT_NUM_DOCS (BaseGalileoDataLogger attribute), [1] link (Route attribute), [1] (RunReportData attribute) (SplitConditionData attribute) llm_monitor (TaskType attribute) load_data_from_str() (in module dataquality.utils.auto) local_contours_path (SemanticSegmentationModelLogger property) local_dep_path (SemanticSegmentationModelLogger property) local_proj_run_path (SemanticSegmentationModelLogger property) log() (Analytics method) (BaseGalileoDataLogger method), [1] (BaseGalileoLogger method), [1] (BaseGalileoModelLogger method), [1] (TabularClassificationDataLogger method) log_data_sample() (BaseGalileoDataLogger method), [1] (in module dataquality) (in module dataquality.core.log) (TextClassificationDataLogger method) (TextMultiLabelDataLogger method) (TextNERDataLogger method) log_data_samples() (BaseGalileoDataLogger method), [1] (in module dataquality) (in module dataquality.core.log) (TextClassificationDataLogger method) (TextMultiLabelDataLogger method) (TextNERDataLogger method) log_dataset() (BaseGalileoDataLogger method), [1] (in module dataquality) (in module dataquality.core.log) (ObjectDetectionDataLogger method) (SemanticSegmentationDataLogger method) (Seq2SeqDataLogger method) (TextClassificationDataLogger method) (TextNERDataLogger method) LOG_FILE_DIR (BaseGalileoLogger attribute), [1] log_file_ext (BaseGalileoModelLogger attribute), [1] (Seq2SeqModelLogger attribute)

log_function() (Analytics method) log_helper_data (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) log_image_dataset() (ImageClassificationDataLogger method) (in module dataquality) (in module dataquality.core.log) log_image_samples() (ObjectDetectionDataLogger method) (SemanticSegmentationDataLogger method) log_import() (Analytics method) log_model_outputs() (in module dataquality) (in module dataquality.core.log) log_od_model_outputs() (in module dataquality.core.log) log_preds_setfit() (in module dataquality.utils.setfit) log_xgboost() (in module dataquality) (in module dataquality.core.log) LogBatchError logged_input_ids (BaseLoggerConfig attribute) logger_config (BaseGalileoLogger attribute), [1] (DataQualityCallback attribute) (FastAiDQCallback attribute) (ImageClassificationDataLogger attribute) (ImageClassificationModelLogger attribute) (ObjectDetectionDataLogger attribute) (ObjectDetectionModelLogger attribute) (SemanticSegmentationDataLogger attribute) (SemanticSegmentationModelLogger attribute) (Seq2SeqChatDataLogger attribute) (Seq2SeqChatModelLogger attribute) (Seq2SeqCompletionDataLogger attribute) (Seq2SeqCompletionModelLogger attribute) (Seq2SeqDataLogger attribute) (Seq2SeqModelLogger attribute) (TabularClassificationDataLogger attribute) (TabularClassificationModelLogger attribute) (TextClassificationDataLogger attribute) (TextClassificationModelLogger attribute) (TextMultiLabelDataLogger attribute) (TextMultiLabelModelLogger attribute) (TextNERDataLogger attribute) (TextNERModelLogger attribute) login (Route attribute), [1] login() (in module dataquality) (in module dataquality.core.auth) logits (BaseGalileoModelLogger attribute) (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute), [1] (ModelOutputsStore attribute) logits_dim (TorchBaseInstance attribute) (TorchLogger attribute) logits_fn (TorchBaseInstance attribute) logout() (in module dataquality) (in module dataquality.core.auth) LogprobData (class in dataquality.schemas.seq2seq) loss (NERProbMethod attribute) loss_prob (NERColumns attribute) loss_prob_label (NERColumns attribute) lowcontent (CVSmartFeatureColumn attribute) lt (Operator attribute), [1] lte (Operator attribute), [1]

M

main() (in module dataquality.dqyolo) make_request() (ApiClient method) manager (Patch attribute) map_indices_to_ids() (in module dataquality.utils.helpers) mask_path (SemSegCols attribute) mask_to_boundary() (in module dataquality.utils.semantic_segmentation.utils) max (AggregateFunction attribute), [1] MAX_DOC_LEN (BaseGalileoDataLogger attribute), [1] max_input_tokens (ChatHistoryFormatter attribute) (Seq2SeqLoggerConfig attribute) (Seq2SeqTrainingConfig attribute) MAX_META_COLS (BaseGalileoDataLogger attribute), [1] max_new_tokens (Seq2SeqGenerationConfig attribute) MAX_STR_LEN (BaseGalileoDataLogger attribute), [1] max_target_tokens (Seq2SeqLoggerConfig attribute) (Seq2SeqTrainingConfig attribute) MAX_THREADS (ThreadPoolManager attribute) max_train_size (AlpacaFormatter attribute) (BaseFormatter attribute) (ChatFormatter attribute) members() (Seq2SeqModelType static method) meta (BaseGalileoDataLogger attribute) (BaseLoggerAttributes attribute) (DataSampleLogArgs attribute) (GalileoDataLoggerAttributes attribute), [1], [2] (ODCols attribute) (SemSegCols attribute) meta_filter (FilterParams attribute) metadata_col (ChatFormatter attribute) metadata_documents (BaseLoggerConfig attribute) metric (Condition attribute), [1] (ConditionFilter attribute), [1] (ReportConditionData attribute) (SemSegMetricData attribute) metrics (Route attribute), [1] min (AggregateFunction attribute), [1] miou (SemSegMetricType attribute) misclassified_only (FilterParams attribute) mislabeled_class (ClassificationErrorData attribute) mislabeled_class_pct (ClassificationErrorData attribute) missed (ErrorType attribute) missed_label (NERErrorType attribute) model (BaseAutoTrainingConfig attribute) (Callback attribute) (DataQualityCallback attribute) (HelperData attribute) (Route attribute), [1] (Seq2SeqLoggerConfig attribute) (Seq2SeqTrainingConfig attribute) (TorchHelper attribute) (TorchLogger attribute) model_input (FAIKey attribute) (HelperData attribute) (TorchHelper attribute) model_output (FAIKey attribute) model_outputs_store (HelperData attribute) (TorchHelper attribute) model_type (Seq2SeqLoggerConfig attribute) ModelFramework (class in dataquality.schemas.model) ModelGeneration (class in dataquality.schemas.seq2seq) ModelHook (class in dataquality.utils.transformers) ModelHookManager (class in dataquality.utils.torch) ModelOutputsStore (class in dataquality.utils.torch) ModelUploadType (class in dataquality.schemas.model) module dataquality.analytics dataquality.clients dataquality.clients.api dataquality.clients.objectstore dataquality.core dataquality.core.auth dataquality.core.finish dataquality.core.init dataquality.core.log dataquality.core.report dataquality.dq_auto dataquality.dq_auto.auto dataquality.dq_auto.base_data_manager dataquality.dq_auto.ner dataquality.dq_auto.ner_trainer dataquality.dq_auto.notebook dataquality.dq_auto.schema dataquality.dq_auto.tc_trainer dataquality.dq_auto.text_classification dataquality.dq_start dataquality.dqyolo dataquality.exceptions dataquality.integrations dataquality.integrations.fastai dataquality.integrations.hf dataquality.integrations.keras dataquality.integrations.lightning dataquality.integrations.seq2seq dataquality.integrations.seq2seq.auto dataquality.integrations.seq2seq.core dataquality.integrations.seq2seq.formatters dataquality.integrations.seq2seq.formatters.alpaca dataquality.integrations.seq2seq.formatters.base dataquality.integrations.seq2seq.formatters.chat dataquality.integrations.seq2seq.s2s_trainer dataquality.integrations.seq2seq.schema dataquality.integrations.setfit dataquality.integrations.torch dataquality.integrations.torch_semantic_segmentation dataquality.integrations.transformers_trainer dataquality.integrations.ultralytics dataquality.internal dataquality.loggers dataquality.loggers.base_logger dataquality.loggers.data_logger dataquality.loggers.data_logger.base_data_logger dataquality.loggers.data_logger.image_classification dataquality.loggers.data_logger.object_detection dataquality.loggers.data_logger.semantic_segmentation dataquality.loggers.data_logger.seq2seq dataquality.loggers.data_logger.seq2seq.chat dataquality.loggers.data_logger.seq2seq.completion dataquality.loggers.data_logger.seq2seq.formatters dataquality.loggers.data_logger.seq2seq.seq2seq_base dataquality.loggers.data_logger.tabular_classification dataquality.loggers.data_logger.text_classification dataquality.loggers.data_logger.text_multi_label dataquality.loggers.data_logger.text_ner dataquality.loggers.logger_config dataquality.loggers.logger_config.base_logger_config dataquality.loggers.logger_config.image_classification dataquality.loggers.logger_config.object_detection dataquality.loggers.logger_config.semantic_segmentation dataquality.loggers.logger_config.seq2seq dataquality.loggers.logger_config.seq2seq.chat dataquality.loggers.logger_config.seq2seq.completion dataquality.loggers.logger_config.seq2seq.seq2seq_base dataquality.loggers.logger_config.tabular_classification dataquality.loggers.logger_config.text_classification dataquality.loggers.logger_config.text_multi_label dataquality.loggers.logger_config.text_ner dataquality.loggers.model_logger dataquality.loggers.model_logger.base_model_logger dataquality.loggers.model_logger.image_classification dataquality.loggers.model_logger.object_detection dataquality.loggers.model_logger.semantic_segmentation dataquality.loggers.model_logger.seq2seq dataquality.loggers.model_logger.seq2seq.chat dataquality.loggers.model_logger.seq2seq.completion dataquality.loggers.model_logger.seq2seq.formatters dataquality.loggers.model_logger.seq2seq.seq2seq_base dataquality.loggers.model_logger.tabular_classification dataquality.loggers.model_logger.text_classification dataquality.loggers.model_logger.text_multi_label dataquality.loggers.model_logger.text_ner dataquality.metrics dataquality.schemas dataquality.schemas.condition dataquality.schemas.cv dataquality.schemas.dataframe dataquality.schemas.edit dataquality.schemas.hf dataquality.schemas.job dataquality.schemas.metrics dataquality.schemas.model dataquality.schemas.ner dataquality.schemas.report dataquality.schemas.request_type dataquality.schemas.route dataquality.schemas.semantic_segmentation dataquality.schemas.seq2seq dataquality.schemas.split dataquality.schemas.task_type dataquality.schemas.torch dataquality.utils dataquality.utils.arrow dataquality.utils.auth dataquality.utils.auto dataquality.utils.auto_trainer dataquality.utils.cuda dataquality.utils.cv dataquality.utils.cv_smart_features dataquality.utils.dq_logger dataquality.utils.dqyolo dataquality.utils.emb dataquality.utils.file dataquality.utils.hdf5_store dataquality.utils.helpers dataquality.utils.hf_images dataquality.utils.hf_tokenizer dataquality.utils.imports dataquality.utils.keras dataquality.utils.ml dataquality.utils.name dataquality.utils.od dataquality.utils.patcher dataquality.utils.profiler dataquality.utils.semantic_segmentation dataquality.utils.semantic_segmentation.constants dataquality.utils.semantic_segmentation.errors dataquality.utils.semantic_segmentation.lm dataquality.utils.semantic_segmentation.metrics dataquality.utils.semantic_segmentation.polygons dataquality.utils.semantic_segmentation.utils dataquality.utils.seq2seq dataquality.utils.seq2seq.data_error_potential dataquality.utils.seq2seq.decoder_only dataquality.utils.seq2seq.generation dataquality.utils.seq2seq.logprobs dataquality.utils.seq2seq.offsets dataquality.utils.setfit dataquality.utils.task_helpers dataquality.utils.tf dataquality.utils.thread_pool dataquality.utils.torch dataquality.utils.transformers dataquality.utils.ultralytics dataquality.utils.upload dataquality.utils.upload_model dataquality.utils.vaex dataquality.utils.version

monitor (tqdm attribute) monitor_interval (tqdm attribute) moveto() (tqdm method) mps_available() (in module dataquality.utils.helpers)

N

name (AlpacaFormatter attribute) (BaseFormatter attribute) (ChatFormatter attribute) (DefaultFormatter attribute) (MetaFilter attribute) (ModelHook attribute) (Patch attribute) (PatchDataloadersGlobally attribute) (PatchSingleDataloaderIterator attribute) (PatchSingleDataloaderNextIndex attribute) (RemoveIdCollatePatch attribute) (SetFitModelHook attribute) (SignatureColumnsPatch attribute) neq (Operator attribute), [1] ner_labels (BaseLoggerConfig attribute) (HFCol attribute)

ner_tags (HFCol attribute) NERColumns (class in dataquality.schemas.ner) NERDatasetManager (class in dataquality.dq_auto.ner) NERErrorType (class in dataquality.schemas.ner) NERProbMethod (class in dataquality.schemas.ner) new_label (Edit attribute) non_inference_logged() (BaseGalileoLogger class method), [1] non_max_suppression() (in module dataquality.utils.ultralytics) none (ErrorType attribute) (NERErrorType attribute) normalize_confident_counts() (in module dataquality.utils.semantic_segmentation.lm) note (Edit attribute) notify (Route attribute), [1] notify_email() (ApiClient method) np_to_pa() (in module dataquality.utils.emb) num_similar_to (FilterParams attribute)

O

object_detection (TaskType attribute) ObjectDetectionDataLogger (class in dataquality.loggers.data_logger.object_detection) ObjectDetectionModelLogger (class in dataquality.loggers.model_logger.object_detection) ObjectStore (class in dataquality.clients.objectstore) observed_ids (ImageClassificationLoggerConfig attribute) observed_labels (BaseLoggerConfig attribute) (TextClassificationLoggerConfig attribute) (TextMultiLabelLoggerConfig attribute) observed_num_labels (BaseLoggerConfig attribute) (TextClassificationLoggerConfig attribute) (TextMultiLabelLoggerConfig attribute) observed_num_tasks (TextMultiLabelLoggerConfig attribute) ODCols (class in dataquality.loggers.data_logger.object_detection) on_epoch_begin() (DataQualityCallback method) (DQTrainerCallback method) on_epoch_end() (DQTrainerCallback method) on_evaluate() (DQTrainerCallback method) on_fit_end() (LightningDQCallback method) on_fit_start() (LightningDQCallback method) on_predict_batch_end() (Callback method) (DataQualityCallback method) on_predict_begin() (DataQualityCallback method) on_predict_start() (Callback method) on_prediction_step() (DQTrainerCallback method) on_step_end() (DQTrainerCallback method) on_test_batch_begin() (DataQualityCallback method) on_test_batch_end() (DataQualityCallback method) on_test_begin() (DataQualityCallback method)

on_test_epoch_start() (LightningDQCallback method) on_train_batch_begin() (DataQualityCallback method) on_train_batch_end() (DataQualityCallback method) on_train_begin() (DataQualityCallback method) (DQTrainerCallback method) on_train_end() (Callback method) (DQTrainerCallback method) on_train_epoch_start() (LightningDQCallback method) on_train_start() (Callback method) on_val_batch_start() (Callback method) on_validation_epoch_start() (LightningDQCallback method) open_console_url() (in module dataquality.utils.helpers) Operator (class in dataquality) (class in dataquality.schemas.condition) operator (Condition attribute), [1] (ConditionFilter attribute), [1] orig_collate_fn (HelperData attribute) outlier_blurry (CVSmartFeatureColumn attribute) outlier_channels (CVSmartFeatureColumn attribute) outlier_low_content (CVSmartFeatureColumn attribute) outlier_low_contrast (CVSmartFeatureColumn attribute) outlier_near_dup (CVSmartFeatureColumn attribute) outlier_near_duplicate_id (CVSmartFeatureColumn attribute) outlier_overexposed (CVSmartFeatureColumn attribute) outlier_ratio (CVSmartFeatureColumn attribute) outlier_size (CVSmartFeatureColumn attribute) outlier_underexposed (CVSmartFeatureColumn attribute) overexp (CVSmartFeatureColumn attribute)

P

packages (ProfileModel attribute) pandas() (tqdm class method) parquet (FileType attribute) parse_exception() (in module dataquality.utils.profiler) parse_exception_ipython() (in module dataquality.utils.profiler) passed (ConditionStatus attribute) Patch (class in dataquality.utils.patcher) patch() (Patch method) patch_dataloaders() (PatchDataloadersGlobally method) patch_iterator_and_batch() (in module dataquality.integrations.torch_semantic_segmentation) patch_iterator_with_store() (in module dataquality.utils.torch) patch_layer_call() (in module dataquality.utils.keras) patch_model_fit_args_kwargs() (in module dataquality.integrations.keras) patch_proxy_call() (in module dataquality.utils.keras) PatchDataloadersGlobally (class in dataquality.utils.torch) patches (HelperData attribute) (TorchHelper attribute) PatchManager (class in dataquality.utils.patcher) PatchSingleDataloaderIterator (class in dataquality.utils.torch) PatchSingleDataloaderNextIndex (class in dataquality.utils.torch) pct (AggregateFunction attribute), [1] pixels (Contour attribute) plot_bboxes() (in module dataquality.utils.ultralytics) polygon_type (Polygon attribute) PolygonType (class in dataquality.schemas.semantic_segmentation) POST (RequestType attribute), [1] postprocess() (Callback method) pred (NERColumns attribute) (PolygonType attribute) pred_conf_prob (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) pred_emb (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) pred_filter (FilterParams attribute) pred_loss_prob (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute)

pred_loss_prob_label (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) pred_spans (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute) prepare_split() (FastAiDQCallback method) preprocess_function() (in module dataquality.dq_auto.tc_trainer) presigned_url (Route attribute), [1] prob (BaseLoggerAttributes attribute) (BaseLoggerDataFrames attribute) prob_only() (BaseGalileoDataLogger method), [1] (ObjectDetectionDataLogger method) probs (BaseGalileoModelLogger attribute) (BaseLoggerAttributes attribute) (GalileoModelLoggerAttributes attribute), [1] process() (CustomSplitAdapter method) process_batch (BaseFormatter attribute) (ChatFormatter attribute) process_batch_data() (in module dataquality.utils.ultralytics) process_generated_logits() (BaseSeq2SeqDataFormatter static method) process_hf_image_feature_for_logging() (in module dataquality.utils.hf_images) process_hf_image_paths_for_logging() (in module dataquality.utils.hf_images) process_in_out_frames() (BaseGalileoDataLogger class method), [1] (ImageClassificationDataLogger class method) (ObjectDetectionDataLogger class method) (TextNERDataLogger class method) process_logits() (Seq2SeqModelLogger method) process_logprobs() (Seq2SeqModelLogger method) process_sample_logprobs() (in module dataquality.utils.seq2seq.logprobs) progress_name (DFVar attribute) proj_run (BaseGalileoLogger property), [1] project_id (Edit attribute) project_name (RunReportData attribute) projects (Route attribute), [1] prompt_evaluation (TaskType attribute) PUT (RequestType attribute), [1]

Q

queue_gold_and_pred() (SemanticTorchLogger method)

R

random_name() (in module dataquality.utils.name) RefManager (class in dataquality.utils.patcher) refresh() (tqdm method) regex (FilterParams attribute) register() (RefManager method) register_hooks() (Callback method) (FastAiDQCallback method) register_run_report() (in module dataquality) (in module dataquality.core.report) relabel (EditAction attribute) relabel_as_pred (EditAction attribute) remove_all_forward_hooks() (in module dataquality.utils.torch) remove_cols (AlpacaFormatter property) (BaseFormatter property) remove_dq_log_file() (in module dataquality.utils.dq_logger) remove_embs (BaseLoggerConfig attribute) remove_hook() (in module dataquality.utils.torch) remove_padding() (in module dataquality.utils.seq2seq) RemoveIdCollatePatch (class in dataquality.utils.transformers) rename_df() (in module dataquality.utils.vaex) rename_project() (in module dataquality.internal) rename_run() (in module dataquality.internal) report_emails (BaseLoggerConfig attribute) reprocess_run() (ApiClient method) (in module dataquality.internal)

reprocess_transferred_run() (in module dataquality.internal) RequestType (class in dataquality.schemas) (class in dataquality.schemas.request_type) reset() (BaseLoggerConfig method) (TextNERLoggerConfig method) (tqdm method) reset_config() (FastAiDQCallback method) reset_idx_store() (FastAiDQCallback method) reset_run() (ApiClient method) resize_maps() (in module dataquality.utils.semantic_segmentation.errors) resize_probs_and_gold() (SemanticTorchLogger method) response_template (Seq2SeqLoggerConfig attribute) retrieve_sample_labels() (BaseSeq2SeqModelFormatter method) return_model (BaseAutoTrainingConfig attribute) role_col (ChatFormatter attribute) rollup_offset_mapping() (in module dataquality.utils.seq2seq.offsets) Route (class in dataquality.schemas) (class in dataquality.schemas.route) run() (UploadDfWorker method) run_id (Edit attribute) run_name (RunReportData attribute) run_name_from_hf_dataset() (in module dataquality.utils.auto) run_one_epoch() (SemanticTorchLogger method) runs (Route attribute), [1]

S

S2SDatasetManager (class in dataquality.integrations.seq2seq.auto) sample_dataset_dict() (in module dataquality.utils.auto) sample_from_idx() (BatchData method) sample_id (NERColumns attribute) sample_length (Seq2SeqLoggerConfig attribute) (TextNERLoggerConfig attribute) save_arrow_file() (in module dataquality.utils.arrow) save_feature_importances() (TabularClassificationDataLogger method) save_input() (in module dataquality.utils.keras) save_output() (in module dataquality.utils.keras) save_processed_emb_dfs() (in module dataquality.utils.emb) scale_boxes() (in module dataquality.utils.od) search_string (Edit attribute) select_for_label (EditAction attribute) select_model_layer() (in module dataquality.integrations.keras) select_span_token_for_prob() (in module dataquality.utils.ml) semantic_segmentation (TaskType attribute) SemanticSegmentationDataLogger (class in dataquality.loggers.data_logger.semantic_segmentation) SemanticSegmentationModelLogger (class in dataquality.loggers.model_logger.semantic_segmentation) SemanticTorchLogger (class in dataquality.integrations.torch_semantic_segmentation) SemSegCols (class in dataquality.schemas.semantic_segmentation) SemSegMetricType (class in dataquality.schemas.semantic_segmentation) separate_dataframe() (BaseGalileoDataLogger class method), [1] (Seq2SeqDataLogger class method) (TextClassificationDataLogger class method) (TextNERDataLogger class method) seq2seq (TaskType attribute) seq2seq_chat (TaskType attribute) seq2seq_completion (TaskType attribute) Seq2SeqChatDataLogger (class in dataquality.loggers.data_logger.seq2seq.chat) Seq2SeqChatModelLogger (class in dataquality.loggers.model_logger.seq2seq.chat) Seq2SeqCompletionDataLogger (class in dataquality.loggers.data_logger.seq2seq.completion) Seq2SeqCompletionModelLogger (class in dataquality.loggers.model_logger.seq2seq.completion) Seq2SeqDataLogger (class in dataquality.loggers.data_logger.seq2seq.seq2seq_base) Seq2SeqDatasetConfig (class in dataquality.integrations.seq2seq.schema) Seq2SeqGenerationConfig (class in dataquality.integrations.seq2seq.schema) Seq2SeqInputCols (class in dataquality.schemas.seq2seq) Seq2SeqInputTempCols (class in dataquality.schemas.seq2seq) Seq2SeqModelLogger (class in dataquality.loggers.model_logger.seq2seq.seq2seq_base) Seq2SeqModelType (class in dataquality.schemas.seq2seq) Seq2SeqOutputCols (class in dataquality.schemas.seq2seq) Seq2SeqTrainingConfig (class in dataquality.integrations.seq2seq.schema) set_config() (Analytics method) set_console_url() (in module dataquality) (in module dataquality.core) set_description() (tqdm method) set_description_str() (tqdm method) set_epoch() (in module dataquality) (in module dataquality.core.log) set_epoch_and_split() (in module dataquality) (in module dataquality.core.log) set_global_logging_level() (in module dataquality.utils.auto) set_input_cutoff() (BaseSeq2SeqDataFormatter method) (DecoderOnlyDataFormatter method) (EncoderDecoderDataFormatter method) set_labels_for_run() (in module dataquality) (in module dataquality.core.log) set_lock() (tqdm class method) set_metric_for_run() (ApiClient method) set_postfix() (tqdm method) set_postfix_str() (tqdm method) set_probs() (TabularClassificationDataLogger method) set_project_run() (BaseInsights method) set_split() (in module dataquality) (in module dataquality.core.log) set_split_epoch() (BaseGalileoLogger method), [1] (BaseGalileoModelLogger method), [1] set_tagging_schema() (BaseGalileoDataLogger class method), [1] (in module dataquality) (in module dataquality.core.log) (TextNERDataLogger class method)

set_tasks_for_run() (in module dataquality) (in module dataquality.core.log) set_tokenizer() (in module dataquality.integrations.seq2seq.core) setfit (ModelUploadType attribute) SetFitModelHook (class in dataquality.utils.setfit) setup_idx_store() (FastAiDQCallback method) setup_model() (DQTrainerCallback method) setup_training() (AutoInsights method) (BaseInsights method) shift_span (EditAction attribute) shift_span_end_num_words (Edit attribute) shift_span_start_num_words (Edit attribute) signature_cols (HelperData attribute) SignatureColumnsPatch (class in dataquality.utils.transformers) similar_to (FilterParams attribute) skip_upload (DFVar attribute) slices (Route attribute), [1] span_end (NERColumns attribute) span_regex (FilterParams attribute) span_sample_ids (FilterParams attribute) span_shift (NERErrorType attribute) span_start (NERColumns attribute) span_text (FilterParams attribute) SpanKey (class in dataquality.schemas.hf) split (BaseGalileoDataLogger attribute) (BaseGalileoLogger attribute) (BaseGalileoModelLogger attribute) (BaseLoggerAttributes attribute) (Callback attribute) Split (class in dataquality.schemas.split) split (DataSampleLogArgs attribute) (Edit attribute) (GalileoDataLoggerAttributes attribute), [1], [2] (GalileoModelLoggerAttributes attribute), [1] (NERColumns attribute) (ODCols attribute) (SemSegCols attribute) (SplitConditionData attribute) split_ (Seq2SeqInputCols attribute) (Seq2SeqOutputCols attribute) split_key (Seq2SeqDataLogger property) (Seq2SeqModelLogger property) split_name (BaseGalileoLogger property), [1] split_name_path (BaseGalileoLogger property), [1] split_path (Route attribute), [1] splits (ReportConditionData attribute) (Route attribute), [1] start (SpanKey attribute) status (SplitConditionData attribute) status_printer() (tqdm static method) store (DataQualityCallback attribute) store_batch() (in module dataquality.integrations.torch_semantic_segmentation) store_batch_indices() (in module dataquality.utils.torch) store_hook() (StoreHook method) store_model_ids() (in module dataquality.integrations.keras) StoreHook (class in dataquality.integrations.ultralytics) STRING_MAX_SIZE_B (BaseGalileoDataLogger attribute), [1] sum (AggregateFunction attribute), [1] summary (Route attribute), [1] support_data_embs (BaseGalileoDataLogger property), [1] (ImageClassificationDataLogger property) (ObjectDetectionDataLogger property) (SemanticSegmentationDataLogger property) (TextNERDataLogger property) support_embs (BaseGalileoDataLogger property), [1] (SemanticSegmentationDataLogger property) system (ChatFormatter attribute) system_prompts (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute)

T

tabular_classification (TaskType attribute) TabularClassificationDataLogger (class in dataquality.loggers.data_logger.tabular_classification) TabularClassificationModelLogger (class in dataquality.loggers.model_logger.tabular_classification) tagging_schema (BaseLoggerConfig attribute) TaggingSchema (class in dataquality.schemas.ner) tags (HFCol attribute) target (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) target_col (AlpacaFormatter attribute) (BaseAutoDatasetConfig attribute) (BaseFormatter attribute) (ChatFormatter attribute) (DefaultFormatter attribute) (Seq2SeqDatasetConfig attribute) target_cutoff (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) task (Edit attribute) (TorchBaseInstance attribute) tasks (BaseLoggerConfig attribute) (Route attribute), [1] (TextMultiLabelLoggerConfig attribute) TaskType (class in dataquality.schemas.task_type) TCDatasetManager (class in dataquality.dq_auto.text_classification) temperature (Seq2SeqGenerationConfig attribute) temporary_cfg_for_val() (in module dataquality.utils.ultralytics) test (Split attribute) test_data (BaseAutoDatasetConfig attribute) test_logged (BaseLoggerConfig attribute) test_path (BaseAutoDatasetConfig attribute) testing (Split attribute) text (BaseLoggerAttributes attribute) (HFCol attribute) text_classification (TaskType attribute) text_multi_label (TaskType attribute) text_ner (TaskType attribute) text_pat (FilterParams attribute) text_replacement (Edit attribute) text_token_indices (BaseLoggerAttributes attribute) (GalileoDataLoggerAttributes attribute) (HFCol attribute) text_token_indices_flat (BaseLoggerAttributes attribute) (GalileoDataLoggerAttributes attribute) text_tokenized (BaseLoggerAttributes attribute) TextClassificationDataLogger (class in dataquality.loggers.data_logger.text_classification) TextClassificationModelLogger (class in dataquality.loggers.model_logger.text_classification) TextDataset (class in dataquality.integrations.hf) TextMultiLabelDataLogger (class in dataquality.loggers.data_logger.text_multi_label) TextMultiLabelModelLogger (class in dataquality.loggers.model_logger.text_multi_label) TextNERDataLogger (class in dataquality.loggers.data_logger.text_ner) TextNERModelLogger (class in dataquality.loggers.model_logger.text_ner) texts (BaseLoggerAttributes attribute) (DataSampleLogArgs attribute) (GalileoDataLoggerAttributes attribute), [1]

tf_available() (in module dataquality.utils.imports) TFInsights (class in dataquality.dq_start) ThreadPoolManager (class in dataquality.utils.thread_pool) THREADS (ThreadPoolManager attribute) threshold (Condition attribute), [1] tlxywh (BoxFormat attribute) to_dict() (ModelOutputsStore method) token (Route attribute), [1] token_deps (BaseLoggerAttributes attribute) token_gold_probs (BaseLoggerAttributes attribute) token_label_offsets (AlignedTokenData attribute) (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) token_label_positions (AlignedTokenData attribute) (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) token_label_str (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) token_logprobs (LogprobData attribute) (Seq2SeqOutputCols attribute) tokenize() (in module dataquality.integrations.seq2seq.s2s_trainer) tokenize_adjust_labels() (in module dataquality.integrations.hf) tokenize_and_log_dataset() (in module dataquality.integrations.hf) tokenized_label (BaseLoggerAttributes attribute) (Seq2SeqInputCols attribute) tokenizer (ChatHistoryFormatter attribute) (Seq2SeqLoggerConfig attribute) tokens (HFCol attribute) top_k (Seq2SeqGenerationConfig attribute) top_logprobs (LogprobData attribute) (Seq2SeqOutputCols attribute) top_p (Seq2SeqGenerationConfig attribute) torch (ModelFramework attribute) torch_available() (in module dataquality.utils.imports) torch_helper_data (TorchBaseInstance attribute) TorchBaseInstance (class in dataquality.utils.torch) TorchHelper (class in dataquality.utils.torch) TorchInsights (class in dataquality.dq_start) TorchLogger (class in dataquality.integrations.torch) tqdm (class in dataquality.utils) track_exception_ipython() (Analytics method) train (Split attribute) train_data (BaseAutoDatasetConfig attribute) train_path (BaseAutoDatasetConfig attribute) TrainerInsights (class in dataquality.dq_start) training (Split attribute) training_logged (BaseLoggerConfig attribute) transformers (ModelUploadType attribute) truncate_queue() (SemanticTorchLogger method) try_load_dataset_dict() (BaseDatasetManager method) try_load_dataset_dict_from_config() (S2SDatasetManager method) turns_col (ChatFormatter attribute)

U

underexp (CVSmartFeatureColumn attribute) unhook() (FastAiDQCallback method) unpad_dep_probs_from_labels() (in module dataquality.utils.seq2seq.data_error_potential) unpatch() (FastAiDQCallback method) (in module dataquality.utils.torch) (Patch method) (PatchManager method) unpause() (tqdm method) unwatch (BaseInsights attribute) unwatch() (FastAiDQCallback method) (in module dataquality.integrations.keras) (in module dataquality.integrations.setfit) (in module dataquality.integrations.torch) (in module dataquality.integrations.transformers_trainer) update() (tqdm method) update_project_name() (ApiClient method) update_run_name() (ApiClient method) update_text (EditAction attribute) update_text_token_indices() (LabelTokenizer method) update_tokenized_samples() (LabelTokenizer method) update_totals_for_sample() (LabelTokenizer method) upload() (BaseGalileoDataLogger method), [1] (BaseGalileoLogger method), [1] (BaseGalileoModelLogger method), [1] (TabularClassificationDataLogger method)

upload_contours_split() (SemanticTorchLogger method) upload_dep_heatmaps() (in module dataquality.utils.semantic_segmentation.metrics) upload_dep_split() (SemanticTorchLogger method) upload_dq_log_file() (in module dataquality.utils.dq_logger) upload_file (Route attribute), [1] upload_file_for_project() (ApiClient method) upload_in_out_frames() (BaseGalileoDataLogger class method), [1] upload_model_to_dq() (in module dataquality.utils.upload_model) upload_split() (BaseGalileoDataLogger method), [1] upload_split_from_in_frame() (BaseGalileoDataLogger method), [1] (ImageClassificationDataLogger method) (SemanticSegmentationDataLogger method) upload_to_minio_using_presigned_url() (in module dataquality.utils.upload_model) upload_umap_data_embs() (in module dataquality.utils.emb) UploadDfWorker (class in dataquality.utils.upload) use_regex (Edit attribute) user (ChatFormatter attribute) users (Route attribute), [1] uuid (Polygon attribute) (ProfileModel attribute)

V

val (Split attribute) val_data (BaseAutoDatasetConfig attribute) val_path (BaseAutoDatasetConfig attribute) valid (Split attribute) valid_current_user() (ApiClient method) validate() (AutoInsights method) (BaseInsights method) (DQTrainerCallback method) validate_and_format() (BaseGalileoDataLogger method), [1] (BaseGalileoLogger method), [1] (ObjectDetectionModelLogger method) (SemanticSegmentationModelLogger method) (Seq2SeqDataLogger method) (Seq2SeqModelLogger method) (TextClassificationDataLogger method) (TextClassificationModelLogger method) (TextMultiLabelDataLogger method) (TextMultiLabelModelLogger method) (TextNERDataLogger method) (TextNERModelLogger method) validate_and_prepare_logger() (TabularClassificationDataLogger method) validate_args() (in module dataquality.utils.dqyolo)

validate_cols() (in module dataquality.integrations.seq2seq.s2s_trainer) validate_fancy_index_str() (in module dataquality.utils.torch) validate_ids_for_split() (BaseGalileoDataLogger method), [1] validate_kwargs() (BaseGalileoDataLogger method), [1] validate_labels() (BaseGalileoDataLogger class method), [1] (TextClassificationDataLogger class method) (TextMultiLabelDataLogger class method) (TextNERDataLogger class method) validate_logged_labels() (TextClassificationDataLogger method) (TextMultiLabelDataLogger method) validate_metadata() (BaseGalileoDataLogger method), [1] validate_name() (in module dataquality.utils.name) validate_setfit() (in module dataquality.utils.setfit) validate_split() (BaseGalileoLogger class method), [1] validate_task() (BaseGalileoLogger static method), [1] validate_unique_ids() (in module dataquality.utils.vaex) validation (Split attribute) validation_logged (BaseLoggerConfig attribute) value (ConditionFilter attribute), [1] (SemSegMetricData attribute) value_per_class (SemSegMetricData attribute) version_check() (in module dataquality.utils.version)

W

wait_for_run() (ApiClient method) (in module dataquality) (in module dataquality.core.finish) wait_for_thread() (ThreadPoolManager static method) wait_for_threads() (ThreadPoolManager static method) watch (BaseInsights attribute) watch() (in module dataquality.integrations.keras) (in module dataquality.integrations.seq2seq.core) (in module dataquality.integrations.setfit) (in module dataquality.integrations.torch) (in module dataquality.integrations.torch_semantic_segmentation) (in module dataquality.integrations.transformers_trainer) (in module dataquality.integrations.ultralytics)

width (CVSmartFeatureColumn attribute) (ODCols attribute) wrap_fn() (in module dataquality.utils.helpers) wrap_indices() (FastAiDQCallback method) wrapattr() (tqdm class method) write() (tqdm class method) write_dep_to_disk() (in module dataquality.utils.semantic_segmentation.metrics) write_model_output() (BaseGalileoModelLogger method), [1] (ImageClassificationModelLogger method) (TextClassificationModelLogger method) write_output_dir (BaseGalileoLogger property), [1] write_polygon_contours_to_disk() (in module dataquality.utils.semantic_segmentation.polygons) wrong_tag (NERErrorType attribute)

X

x (BaseLoggerAttributes attribute) (LassoSelection attribute) (Pixel attribute)

xyxy (BoxFormat attribute)

Y

y (BaseLoggerAttributes attribute) (LassoSelection attribute) (Pixel attribute)