Index

A

ACCELERATE (hezar.constants.Backends attribute) Accuracy (class in hezar.metrics.accuracy) ACCURACY (hezar.constants.MetricType attribute) AccuracyConfig (class in hezar.metrics.accuracy) activation (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) activation_dropout (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) activation_function (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) ADAM (hezar.constants.OptimizerType attribute) ADAMW (hezar.constants.OptimizerType attribute) add_bos_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) add_cross_attention (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) add_prefix_space (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) add_special_tokens() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) add_tokens() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) additional_special_tokens (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) adjust_result_coordinates() (in module hezar.models.text_detection.craft.craft_utils) alignment_heads (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) alpha (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] amplitude_to_db() (in module hezar.utils.audio_utils) apply_spec_augment (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) attention_dropout (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)

attention_probs_dropout_prob (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) attn_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) audio_array_column (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) audio_array_padding (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) AUDIO_CLASSIFICATION (hezar.constants.TaskType attribute) audio_column (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) audio_feature_extractor (hezar.preprocessors.preprocessor.PreprocessorsContainer property) audio_file_path_column (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) AudioFeatureExtractor (class in hezar.preprocessors.audio_feature_extractor) AudioFeatureExtractorConfig (class in hezar.preprocessors.audio_feature_extractor) auxiliary_channels (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) auxiliary_concat_input (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) auxiliary_loss_weight (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) auxiliary_num_convs (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) average (hezar.metrics.f1.F1Config attribute) (hezar.metrics.precision.PrecisionConfig attribute) (hezar.metrics.recall.RecallConfig attribute) AverageMeter (class in hezar.trainer.trainer_utils) avg() (hezar.trainer.trainer_utils.MetricsTracker method)

B

BACKBONE (hezar.constants.TaskType attribute) Backends (class in hezar.constants) BASE (hezar.constants.ConfigType attribute) basenet (hezar.models.text_detection.craft.craft_text_detection.CraftTextDetection attribute) batch_size (hezar.configs.TrainerConfig attribute) BCE (hezar.constants.LossType attribute) BCE_WITH_LOGITS (hezar.constants.LossType attribute) begin_suppress_tokens (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) BeitRobertaImage2Text (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text) BeitRobertaImage2TextConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config) BERT (class in hezar.models.backbone.bert.bert) BERTConfig (class in hezar.models.backbone.bert.bert_config) BertMaskFilling (class in hezar.models.mask_filling.bert.bert_mask_filling) BertMaskFillingConfig (class in hezar.models.mask_filling.bert.bert_mask_filling_config) BertSequenceLabeling (class in hezar.models.sequence_labeling.bert.bert_sequence_labeling) BertSequenceLabelingConfig (class in hezar.models.sequence_labeling.bert.bert_sequence_labeling_config) BertTextClassification (class in hezar.models.text_classification.bert.bert_text_classification) BertTextClassificationConfig (class in hezar.models.text_classification.bert.bert_text_classification_config) best_checkpoint (hezar.trainer.trainer_utils.TrainerState attribute) best_metric_value (hezar.trainer.trainer_utils.TrainerState attribute) BF16 (hezar.constants.PrecisionType attribute) blank_id (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) BLEU (class in hezar.metrics.bleu) (hezar.constants.MetricType attribute) BLEUConfig (class in hezar.metrics.bleu) BLUE (hezar.constants.Color attribute) BOLD (hezar.constants.Color attribute) bos_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)

bos_token_id (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) boxes (hezar.models.model_outputs.TextDetectionOutput attribute) BPEConfig (class in hezar.preprocessors.tokenizers.bpe) BPETokenizer (class in hezar.preprocessors.tokenizers.bpe) build() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) (hezar.preprocessors.tokenizers.bpe.BPETokenizer method) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer method) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer method) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) (hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer method) build_dataset() (in module hezar.builders) build_embedding() (in module hezar.builders) build_metric() (in module hezar.builders) build_model() (in module hezar.builders) build_preprocessor() (in module hezar.builders) bypass_version_check (hezar.configs.EmbeddingConfig attribute)

C

cache_dir (hezar.data.datasets.dataset.Dataset attribute), [1] cbow_mean (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] CER (class in hezar.metrics.cer) (hezar.constants.MetricType attribute) CERConfig (class in hezar.metrics.cer) ChannelsAxisSide (class in hezar.constants) CHAR_SPLIT (hezar.data.datasets.ocr_dataset.TextSplitType attribute) CharLevelOCRDataCollator (class in hezar.data.data_collators) check_dependencies() (in module hezar.utils.integration_utils) checkpoints_dir (hezar.configs.TrainerConfig attribute) chunk_length (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) chunks (hezar.models.model_outputs.SpeechRecognitionOutput attribute) classifier_dropout (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) classifier_proj_size (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) clean_cache() (in module hezar.utils.hub_utils) clone_repo() (in module hezar.utils.hub_utils) cls_token (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) cls_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) Color (class in hezar.constants) colorize_text() (in module hezar.utils.common_utils) compute() (hezar.metrics.accuracy.Accuracy method) (hezar.metrics.bleu.BLEU method) (hezar.metrics.cer.CER method) (hezar.metrics.f1.F1 method) (hezar.metrics.metric.Metric method) (hezar.metrics.precision.Precision method) (hezar.metrics.recall.Recall method) (hezar.metrics.rouge.ROUGE method) (hezar.metrics.seqeval.Seqeval method) (hezar.metrics.wer.WER method) compute_loss() (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method) (hezar.models.mask_filling.bert.bert_mask_filling.BertMaskFilling method) (hezar.models.mask_filling.distilbert.distilbert_mask_filling.DistilBertMaskFilling method) (hezar.models.mask_filling.roberta.roberta_mask_filling.RobertaMaskFilling method) (hezar.models.model.Model method) (hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) (hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method) (hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method) (hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method) (hezar.trainer.trainer.Trainer method)

compute_metrics() (hezar.trainer.metrics_handlers.Image2TextMetricHandler method) (hezar.trainer.metrics_handlers.MetricsHandler method) (hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler method) (hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler method) (hezar.trainer.metrics_handlers.TextClassificationMetricsHandler method) (hezar.trainer.metrics_handlers.TextGenerationMetricsHandler method) concatenate_texts (hezar.metrics.cer.CERConfig attribute) (hezar.metrics.wer.WERConfig attribute) Config (class in hezar.configs) config_class (hezar.registry.Registry attribute) config_filename (hezar.data.datasets.dataset.Dataset attribute), [1] (hezar.embeddings.embedding.Embedding attribute) (hezar.models.model.Model attribute) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor attribute) config_type (hezar.configs.Config attribute) (hezar.configs.DatasetConfig attribute) (hezar.configs.EmbeddingConfig attribute) (hezar.configs.MetricConfig attribute) (hezar.configs.ModelConfig attribute) (hezar.configs.PreprocessorConfig attribute) (hezar.configs.TrainerConfig attribute) ConfigType (class in hezar.constants) CONSTANT (hezar.constants.LRSchedulerType attribute) continuing_subword_prefix (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) ConvBlock (class in hezar.models.image2text.crnn.crnn_image2text) convert_batch_dict_dtype() (in module hezar.utils.data_utils) convert_ids_to_tokens() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) convert_image_type() (in module hezar.utils.image_utils) convert_tokens_to_ids() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) COSINE_ANEALING (hezar.constants.LRSchedulerType attribute) CraftImageProcessor (class in hezar.models.text_detection.craft.craft_image_processor) CraftImageProcessorConfig (class in hezar.models.text_detection.craft.craft_image_processor) CraftTextDetection (class in hezar.models.text_detection.craft.craft_text_detection) CraftTextDetectionConfig (class in hezar.models.text_detection.craft.craft_text_detection_config) create_eval_dataloader() (hezar.trainer.trainer.Trainer method) create_preprocessor() (hezar.data.datasets.dataset.Dataset static method) create_train_dataloader() (hezar.trainer.trainer.Trainer method) CRITERION (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) CRNNImage2Text (class in hezar.models.image2text.crnn.crnn_image2text) CRNNImage2TextConfig (class in hezar.models.image2text.crnn.crnn_image2text_config) crop_boxes() (in module hezar.utils.image_utils) CROSS_ENTROPY (hezar.constants.LossType attribute) CSVLogger (class in hezar.trainer.trainer_utils) CTC (hezar.constants.LossType attribute) ctc_decode() (in module hezar.models.image2text.crnn.crnn_decode_utils) CYAN (hezar.constants.Color attribute) CYCLIC (hezar.constants.LRSchedulerType attribute)

D

d_ff (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) d_kv (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) d_model (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) dataloader_shuffle (hezar.configs.TrainerConfig attribute) dataloader_worker_init_fn() (in module hezar.utils.data_utils) Dataset (class in hezar.data.datasets.dataset) DATASET (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) (hezar.constants.RepoType attribute) dataset_config_file (hezar.trainer.trainer.Trainer attribute) dataset_path (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] DatasetConfig (class in hezar.configs) DatasetProcessor (class in hezar.data.dataset_processors) DATASETS (hezar.constants.Backends attribute) decode() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) decoder (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text property) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) decoder_attention_heads (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) decoder_ffn_dim (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) decoder_layerdrop (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) decoder_layers (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) decoder_start_token_id (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) DecoderConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config) (class in hezar.models.image2text.trocr.trocr_image2text_config) (class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config) (class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config)

default_lr_scheduler (hezar.trainer.trainer.Trainer attribute) default_optimizer (hezar.trainer.trainer.Trainer attribute) description (hezar.registry.Registry attribute) device (hezar.configs.TrainerConfig attribute) (hezar.models.model.Model property) dict() (hezar.configs.Config method) (hezar.models.model_outputs.ModelOutput method) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig method) dim (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) DistilBERT (class in hezar.models.backbone.distilbert.distilbert) DistilBERTConfig (class in hezar.models.backbone.distilbert.distilbert_config) DistilBertMaskFilling (class in hezar.models.mask_filling.distilbert.distilbert_mask_filling) DistilBertMaskFillingConfig (class in hezar.models.mask_filling.distilbert.distilbert_mask_filling_config) DistilBertSequenceLabeling (class in hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling) DistilBertSequenceLabelingConfig (class in hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config) DistilBertTextClassification (class in hezar.models.text_classification.distilbert.distilbert_text_classification) DistilBertTextClassificationConfig (class in hezar.models.text_classification.distilbert.distilbert_text_classification_config) distributed (hezar.configs.TrainerConfig attribute) do_evaluate (hezar.configs.TrainerConfig attribute) doesnt_match() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) DoubleConv (class in hezar.models.text_detection.craft.craft_text_detection) draw_boxes() (in module hezar.utils.image_utils) drop_path_rate (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) dropout (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) dropout_rate (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)

E

early_stopping (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) embd_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) Embedding (class in hezar.embeddings.embedding) EMBEDDING (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) EmbeddingConfig (class in hezar.configs) enable_padding() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) enable_truncation() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) encode() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) encoder (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text property) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute) encoder_attention_heads (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) encoder_ffn_dim (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) encoder_layerdrop (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) encoder_layers (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) encoder_stride (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) EncoderConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config) (class in hezar.models.image2text.trocr.trocr_image2text_config) (class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config) (class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config) end (hezar.models.model_outputs.SequenceLabelingOutput attribute) end_of_word_suffix (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) eos_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)

eos_token_id (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) epoch (hezar.trainer.trainer_utils.TrainerState attribute) epoch_step (hezar.trainer.trainer_utils.TrainerState attribute) epochs (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] EVAL (hezar.constants.SplitType attribute) eval_batch_size (hezar.configs.TrainerConfig attribute) evaluate() (hezar.trainer.trainer.Trainer method) evaluate_with_generate (hezar.configs.TrainerConfig attribute) evaluation_step() (hezar.trainer.trainer.Trainer method) exec_timer (class in hezar.utils.common_utils) exists_in_cache() (in module hezar.utils.hub_utils) exists_on_hub() (in module hezar.utils.hub_utils) ExplicitEnum (class in hezar.constants) EXPONENTIAL (hezar.constants.LRSchedulerType attribute)

F

F1 (class in hezar.metrics.f1) (hezar.constants.MetricType attribute) F1Config (class in hezar.metrics.f1) FastText (class in hezar.embeddings.fasttext) FastTextConfig (class in hezar.embeddings.fasttext) feature_size (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute) feed_forward_proj (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) fields() (hezar.configs.Config class method) filename (hezar.embeddings.embedding.Embedding attribute) find_channels_axis_side() (in module hezar.utils.image_utils) FIRST (hezar.constants.ChannelsAxisSide attribute) flatten_dict() (in module hezar.utils.data_utils) forced_decoder_ids (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) forward() (hezar.models.backbone.bert.bert.BERT method) (hezar.models.backbone.distilbert.distilbert.DistilBERT method) (hezar.models.backbone.roberta.roberta.RoBERTa method) (hezar.models.backbone.vit.vit.ViT method) (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method) (hezar.models.image2text.crnn.crnn_image2text.ConvBlock method) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method) (hezar.models.mask_filling.bert.bert_mask_filling.BertMaskFilling method) (hezar.models.mask_filling.distilbert.distilbert_mask_filling.DistilBertMaskFilling method) (hezar.models.mask_filling.roberta.roberta_mask_filling.RobertaMaskFilling method) (hezar.models.model.Model method) (hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead method) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) (hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method) (hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method) (hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead method) (hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method) (hezar.models.text_detection.craft.craft_text_detection.CraftTextDetection method) (hezar.models.text_detection.craft.craft_text_detection.DoubleConv method) (hezar.models.text_detection.craft.craft_text_detection.VGG16BN method) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method) (hezar.trainer.trainer.Trainer method)

FP16 (hezar.constants.PrecisionType attribute) FP8 (hezar.constants.PrecisionType attribute) freeze_encoder() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) from_dict() (hezar.configs.Config class method) from_file() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer static method) fuse_unk (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)

G

GAUSSIAN_NLL (hezar.constants.LossType attribute) generate() (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method) (hezar.models.model.Model method) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method) generation (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) generation_config (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) GenerationConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config) (class in hezar.models.image2text.trocr.trocr_image2text_config) (class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config) (class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config) (class in hezar.models.text_generation.gpt2.gpt2_text_generation_config) GENSIM (hezar.constants.Backends attribute) get() (hezar.configs.Config method) get_added_vocab() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) get_boxes_core() (in module hezar.models.text_detection.craft.craft_utils) get_decoder() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) get_decoder_prompt_ids() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method) get_detection_boxes() (in module hezar.models.text_detection.craft.craft_utils) get_distributed_logger() (in module hezar.trainer.trainer_utils) get_encoder() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) get_input_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) get_lib_version() (in module hezar.utils.integration_utils) get_local_cache_path() (in module hezar.utils.hub_utils) get_lr_scheduler_type() (in module hezar.trainer.trainer_utils)

get_module_class() (in module hezar.utils.registry_utils) get_module_config_class() (in module hezar.utils.registry_utils) get_non_numeric_keys() (in module hezar.utils.data_utils) get_normed_vectors() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) get_output_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) get_parents() (in module hezar.utils.common_utils) get_poly_core() (in module hezar.models.text_detection.craft.craft_utils) get_prompt_ids() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method) get_ratio() (hezar.models.text_detection.craft.craft_image_processor.CraftImageProcessor method) get_registry_key_by_module_class() (in module hezar.utils.registry_utils) get_registry_point() (in module hezar.utils.registry_utils) get_state_dict_from_hub() (in module hezar.utils.hub_utils) get_tokens_from_offsets() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) get_vocab() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) get_vocab_size() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) global_step (hezar.trainer.trainer_utils.TrainerState attribute) GPT2TextGeneration (class in hezar.models.text_generation.gpt2.gpt2_text_generation) GPT2TextGenerationConfig (class in hezar.models.text_generation.gpt2.gpt2_text_generation_config) gradient_accumulation_steps (hezar.configs.TrainerConfig attribute) gradient_checkpointing (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) gray_scale (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) gray_scale_image() (in module hezar.utils.image_utils) greedy_decode() (in module hezar.models.image2text.crnn.crnn_decode_utils) GREEN (hezar.constants.Color attribute) GREY (hezar.constants.Color attribute)

H

HEADER (hezar.constants.Color attribute) hertz_to_mel() (in module hezar.utils.audio_utils) hezar module hezar.builders module hezar.configs module hezar.constants module hezar.data module hezar.data.data_collators module hezar.data.data_samplers module hezar.data.dataset_processors module hezar.data.datasets module hezar.data.datasets.dataset module hezar.data.datasets.image_captioning_dataset module hezar.data.datasets.ocr_dataset module hezar.data.datasets.sequence_labeling_dataset module hezar.data.datasets.speech_recognition_dataset module hezar.data.datasets.text_classification_dataset module hezar.data.datasets.text_summarization_dataset module hezar.embeddings module hezar.embeddings.embedding module hezar.embeddings.fasttext module hezar.embeddings.word2vec module hezar.metrics module hezar.metrics.accuracy module hezar.metrics.bleu module hezar.metrics.cer module hezar.metrics.f1 module hezar.metrics.metric module hezar.metrics.precision module hezar.metrics.recall module hezar.metrics.rouge module hezar.metrics.seqeval module hezar.metrics.wer module hezar.models module hezar.models.backbone module hezar.models.backbone.bert module hezar.models.backbone.bert.bert module hezar.models.backbone.bert.bert_config module hezar.models.backbone.distilbert module hezar.models.backbone.distilbert.distilbert module hezar.models.backbone.distilbert.distilbert_config module hezar.models.backbone.roberta module hezar.models.backbone.roberta.roberta module hezar.models.backbone.roberta.roberta_config module hezar.models.backbone.vit module hezar.models.backbone.vit.vit module hezar.models.backbone.vit.vit_config module hezar.models.image2text module hezar.models.image2text.beit_roberta module hezar.models.image2text.beit_roberta.beit_roberta_image2text module hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module hezar.models.image2text.crnn module hezar.models.image2text.crnn.crnn_decode_utils module hezar.models.image2text.crnn.crnn_image2text module hezar.models.image2text.crnn.crnn_image2text_config module hezar.models.image2text.trocr module hezar.models.image2text.trocr.trocr_image2text module hezar.models.image2text.trocr.trocr_image2text_config module hezar.models.image2text.vit_gpt2 module hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module hezar.models.image2text.vit_roberta module hezar.models.image2text.vit_roberta.vit_roberta_image2text module hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module hezar.models.mask_filling module hezar.models.mask_filling.bert module hezar.models.mask_filling.bert.bert_mask_filling module hezar.models.mask_filling.bert.bert_mask_filling_config module hezar.models.mask_filling.distilbert module hezar.models.mask_filling.distilbert.distilbert_mask_filling module hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module hezar.models.mask_filling.roberta module hezar.models.mask_filling.roberta.roberta_mask_filling module hezar.models.mask_filling.roberta.roberta_mask_filling_config module hezar.models.model module hezar.models.model_outputs module hezar.models.sequence_labeling module hezar.models.sequence_labeling.bert module hezar.models.sequence_labeling.bert.bert_sequence_labeling module hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module hezar.models.sequence_labeling.distilbert module hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module hezar.models.sequence_labeling.roberta module

hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module hezar.models.speech_recognition module hezar.models.speech_recognition.whisper module hezar.models.speech_recognition.whisper.whisper_feature_extractor module hezar.models.speech_recognition.whisper.whisper_speech_recognition module hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module hezar.models.speech_recognition.whisper.whisper_tokenizer module hezar.models.text_classification module hezar.models.text_classification.bert module hezar.models.text_classification.bert.bert_text_classification module hezar.models.text_classification.bert.bert_text_classification_config module hezar.models.text_classification.distilbert module hezar.models.text_classification.distilbert.distilbert_text_classification module hezar.models.text_classification.distilbert.distilbert_text_classification_config module hezar.models.text_classification.roberta module hezar.models.text_classification.roberta.roberta_text_classification module hezar.models.text_classification.roberta.roberta_text_classification_config module hezar.models.text_detection module hezar.models.text_detection.craft module hezar.models.text_detection.craft.craft_image_processor module hezar.models.text_detection.craft.craft_text_detection module hezar.models.text_detection.craft.craft_text_detection_config module hezar.models.text_detection.craft.craft_utils module hezar.models.text_generation module hezar.models.text_generation.gpt2 module hezar.models.text_generation.gpt2.gpt2_text_generation module hezar.models.text_generation.gpt2.gpt2_text_generation_config module hezar.models.text_generation.t5 module hezar.models.text_generation.t5.t5_text_generation module hezar.models.text_generation.t5.t5_text_generation_config module hezar.preprocessors module hezar.preprocessors.audio_feature_extractor module hezar.preprocessors.image_processor module hezar.preprocessors.preprocessor module hezar.preprocessors.text_normalizer module hezar.preprocessors.tokenizers module hezar.preprocessors.tokenizers.bpe module hezar.preprocessors.tokenizers.sentencepiece_bpe module hezar.preprocessors.tokenizers.sentencepiece_unigram module hezar.preprocessors.tokenizers.tokenizer module hezar.preprocessors.tokenizers.wordpiece module hezar.registry module hezar.trainer module hezar.trainer.metrics_handlers module hezar.trainer.trainer module hezar.trainer.trainer_utils module hezar.utils module hezar.utils.audio_utils module hezar.utils.common_utils module hezar.utils.data_utils module hezar.utils.hub_utils module hezar.utils.image_utils module hezar.utils.integration_utils module hezar.utils.logging module hezar.utils.registry_utils module hf_load_kwargs (hezar.configs.DatasetConfig attribute) hidden_act (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) hidden_dim (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) hidden_dropout_prob (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) hidden_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) hop_length (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)

I

id2label (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) id_to_token() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) ignore_index (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) IMAGE2TEXT (hezar.constants.TaskType attribute) Image2TextMetricHandler (class in hezar.trainer.metrics_handlers) Image2TextOutput (class in hezar.models.model_outputs) image_height (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) image_processor (hezar.models.backbone.vit.vit.ViT attribute) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute) (hezar.preprocessors.preprocessor.PreprocessorsContainer property) image_processor_config_file (hezar.preprocessors.image_processor.ImageProcessor attribute) image_size (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) image_width (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) ImageCaptioningDataCollator (class in hezar.data.data_collators) ImageCaptioningDataset (class in hezar.data.datasets.image_captioning_dataset) ImageCaptioningDatasetConfig (class in hezar.data.datasets.image_captioning_dataset) ImageCaptioningDatasetProcessor (class in hezar.data.dataset_processors) ImageProcessor (class in hezar.preprocessors.image_processor) ImageProcessorConfig (class in hezar.preprocessors.image_processor) images_paths_column (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute) (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) ImageType (class in hezar.constants) index2word() (hezar.embeddings.embedding.Embedding method) init_std (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) init_weights() (in module hezar.models.text_detection.craft.craft_text_detection) init_weights_from (hezar.configs.TrainerConfig attribute) initial_alphabet (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) initializer_factor (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) initializer_range (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)

inner_training_loop() (hezar.trainer.trainer.Trainer method) input_prefix (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) intermediate_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) invalid_characters (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) is_backend_available() (in module hezar.utils.integration_utils) is_decoder (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) is_encoder_decoder (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) is_generative (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute) (hezar.models.model.Model attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute) is_iob_schema (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) is_multilingual (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) is_text_valid() (in module hezar.utils.common_utils) is_url() (in module hezar.utils.common_utils) ITALIC (hezar.constants.Color attribute) items() (hezar.models.model_outputs.ModelOutput method)

J

JIWER (hezar.constants.Backends attribute)

K

keys() (hezar.configs.Config method) (hezar.models.model_outputs.ModelOutput method)

L

L1 (hezar.constants.LossType attribute) label (hezar.models.model_outputs.SequenceLabelingOutput attribute) (hezar.models.model_outputs.TextClassificationOutput attribute) label_all_tokens (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) label_field (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute) labels_max_length (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) labels_padding (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) LAMBDA (hezar.constants.LRSchedulerType attribute) language (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) LANGUAGE_MODELING (hezar.constants.TaskType attribute) LAST (hezar.constants.ChannelsAxisSide attribute) layer_norm_eps (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) layer_norm_epsilon (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) layer_scale_init_value (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) learning_rate (hezar.configs.TrainerConfig attribute) length_penalty (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) LIBROSA (hezar.constants.Backends attribute) limit_alphabet (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) LINEAR (hezar.constants.LRSchedulerType attribute) link_threshold (hezar.models.text_detection.craft.craft_text_detection_config.CraftTextDetectionConfig attribute) list() (hezar.constants.ExplicitEnum class method) list_available_datasets() (in module hezar.utils.registry_utils) list_available_embeddings() (in module hezar.utils.registry_utils) list_available_metrics() (in module hezar.utils.registry_utils) list_available_models() (in module hezar.utils.registry_utils)

list_available_preprocessors() (in module hezar.utils.registry_utils) list_repo_files() (in module hezar.utils.hub_utils) load() (hezar.configs.Config class method) (hezar.data.datasets.dataset.Dataset class method) (hezar.embeddings.embedding.Embedding class method) (hezar.models.model.Model class method) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor class method) (hezar.preprocessors.image_processor.ImageProcessor class method) (hezar.preprocessors.preprocessor.Preprocessor class method) (hezar.preprocessors.text_normalizer.TextNormalizer class method) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer class method) (hezar.trainer.trainer_utils.TrainerState class method) load_audio_files() (in module hezar.utils.audio_utils) load_csv_logs() (hezar.trainer.trainer.Trainer method) load_image() (in module hezar.utils.image_utils) load_state_dict() (hezar.models.model.Model method) log() (hezar.trainer.trainer.Trainer method) log_steps (hezar.configs.TrainerConfig attribute) log_upload_success() (hezar.utils.logging.Logger method) Logger (class in hezar.utils.logging) logs_dir (hezar.configs.TrainerConfig attribute) (hezar.trainer.trainer_utils.TrainerState attribute) LONGEST (hezar.constants.PaddingType attribute) loss_func (hezar.models.model.Model property) loss_func_kwargs (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute) (hezar.models.model.Model attribute) loss_func_name (hezar.models.backbone.vit.vit.ViT attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute) (hezar.models.mask_filling.bert.bert_mask_filling.BertMaskFilling attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling.DistilBertMaskFilling attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling.RobertaMaskFilling attribute) (hezar.models.model.Model attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute) loss_tracker_avg (hezar.trainer.trainer_utils.TrainerState attribute) loss_tracker_sum (hezar.trainer.trainer_utils.TrainerState attribute) LossType (class in hezar.constants) low_text (hezar.models.text_detection.craft.craft_text_detection_config.CraftTextDetectionConfig attribute) lr_scheduler (hezar.configs.TrainerConfig attribute) LR_SCHEDULER (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) lr_scheduler_file (hezar.trainer.trainer.Trainer attribute) lr_scheduler_kwargs (hezar.configs.TrainerConfig attribute) lr_scheduling_steps (hezar.configs.TrainerConfig attribute) LRSchedulerType (class in hezar.constants)

M

mag_ratio (hezar.models.text_detection.craft.craft_image_processor.CraftImageProcessorConfig attribute) map2seq_in_dim (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) map2seq_out_dim (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) mask_feature_length (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) mask_feature_min_masks (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) mask_feature_prob (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) MASK_FILLING (hezar.constants.TaskType attribute) mask_time_length (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) mask_time_min_masks (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) mask_time_prob (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) mask_token (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) mask_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) MaskFillingOutput (class in hezar.models.model_outputs) max_audio_array_length (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) max_initial_timestamp_index (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) MAX_LENGTH (hezar.constants.PaddingType attribute) max_length (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute) (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute) (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) max_new_tokens (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) max_position_embeddings (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) max_size (hezar.configs.DatasetConfig attribute) max_source_positions (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) max_steps (hezar.configs.TrainerConfig attribute) max_target_positions (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) mean (hezar.models.text_detection.craft.craft_image_processor.CraftImageProcessorConfig attribute) (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) mel_filter_bank() (in module hezar.utils.audio_utils) mel_to_hertz() (in module hezar.utils.audio_utils) Metric (class in hezar.metrics.metric) METRIC (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) metric_for_best_checkpoint (hezar.trainer.trainer_utils.TrainerState attribute) metric_for_best_model (hezar.configs.TrainerConfig attribute) MetricConfig (class in hezar.configs) metrics (hezar.configs.TrainerConfig attribute) MetricsHandler (class in hezar.trainer.metrics_handlers) MetricsTracker (class in hezar.trainer.trainer_utils) MetricType (class in hezar.constants) min_alpha (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] min_count (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] min_frequency (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) min_length (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) mirror (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) mirror_image() (in module hezar.utils.image_utils) mixed_precision (hezar.configs.TrainerConfig attribute) mode (hezar.metrics.seqeval.SeqevalConfig attribute) Model (class in hezar.models.model) MODEL (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) (hezar.constants.RepoType attribute) model (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) model_filename (hezar.models.model.Model attribute) model_input_name (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor attribute) model_max_length (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) model_type (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig 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hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config hezar.models.image2text.vit_roberta hezar.models.image2text.vit_roberta.vit_roberta_image2text hezar.models.image2text.vit_roberta.vit_roberta_image2text_config hezar.models.mask_filling hezar.models.mask_filling.bert hezar.models.mask_filling.bert.bert_mask_filling hezar.models.mask_filling.bert.bert_mask_filling_config hezar.models.mask_filling.distilbert hezar.models.mask_filling.distilbert.distilbert_mask_filling hezar.models.mask_filling.distilbert.distilbert_mask_filling_config hezar.models.mask_filling.roberta hezar.models.mask_filling.roberta.roberta_mask_filling hezar.models.mask_filling.roberta.roberta_mask_filling_config hezar.models.model hezar.models.model_outputs hezar.models.sequence_labeling hezar.models.sequence_labeling.bert hezar.models.sequence_labeling.bert.bert_sequence_labeling hezar.models.sequence_labeling.bert.bert_sequence_labeling_config hezar.models.sequence_labeling.distilbert hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config hezar.models.sequence_labeling.roberta hezar.models.sequence_labeling.roberta.roberta_sequence_labeling hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config hezar.models.speech_recognition hezar.models.speech_recognition.whisper hezar.models.speech_recognition.whisper.whisper_feature_extractor hezar.models.speech_recognition.whisper.whisper_speech_recognition hezar.models.speech_recognition.whisper.whisper_speech_recognition_config hezar.models.speech_recognition.whisper.whisper_tokenizer hezar.models.text_classification hezar.models.text_classification.bert hezar.models.text_classification.bert.bert_text_classification hezar.models.text_classification.bert.bert_text_classification_config hezar.models.text_classification.distilbert hezar.models.text_classification.distilbert.distilbert_text_classification hezar.models.text_classification.distilbert.distilbert_text_classification_config hezar.models.text_classification.roberta hezar.models.text_classification.roberta.roberta_text_classification hezar.models.text_classification.roberta.roberta_text_classification_config hezar.models.text_detection hezar.models.text_detection.craft hezar.models.text_detection.craft.craft_image_processor hezar.models.text_detection.craft.craft_text_detection hezar.models.text_detection.craft.craft_text_detection_config hezar.models.text_detection.craft.craft_utils hezar.models.text_generation hezar.models.text_generation.gpt2 hezar.models.text_generation.gpt2.gpt2_text_generation hezar.models.text_generation.gpt2.gpt2_text_generation_config hezar.models.text_generation.t5 hezar.models.text_generation.t5.t5_text_generation hezar.models.text_generation.t5.t5_text_generation_config hezar.preprocessors hezar.preprocessors.audio_feature_extractor hezar.preprocessors.image_processor hezar.preprocessors.preprocessor hezar.preprocessors.text_normalizer hezar.preprocessors.tokenizers hezar.preprocessors.tokenizers.bpe hezar.preprocessors.tokenizers.sentencepiece_bpe hezar.preprocessors.tokenizers.sentencepiece_unigram hezar.preprocessors.tokenizers.tokenizer hezar.preprocessors.tokenizers.wordpiece hezar.registry hezar.trainer hezar.trainer.metrics_handlers hezar.trainer.trainer hezar.trainer.trainer_utils hezar.utils hezar.utils.audio_utils hezar.utils.common_utils hezar.utils.data_utils hezar.utils.hub_utils hezar.utils.image_utils hezar.utils.integration_utils hezar.utils.logging hezar.utils.registry_utils

module_class (hezar.registry.Registry attribute) most_similar() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) MSE (hezar.constants.LossType attribute) multi_ref (hezar.metrics.rouge.ROUGEConfig attribute) MULTI_STEP (hezar.constants.LRSchedulerType attribute)

N

n_channels (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) n_ctx (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) n_decimals (hezar.configs.MetricConfig attribute) n_embd (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) n_fft (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) n_head (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) n_heads (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) n_inner (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) n_layer (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) n_layers (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) n_positions (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) name (hezar.configs.Config attribute) (hezar.configs.DatasetConfig attribute) (hezar.configs.EmbeddingConfig attribute) (hezar.configs.MetricConfig attribute) (hezar.configs.ModelConfig attribute) (hezar.configs.PreprocessorConfig attribute) (hezar.configs.TrainerConfig attribute) (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute) (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute) (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] (hezar.metrics.accuracy.AccuracyConfig attribute) (hezar.metrics.bleu.BLEUConfig attribute) (hezar.metrics.cer.CERConfig attribute) (hezar.metrics.f1.F1Config attribute) (hezar.metrics.precision.PrecisionConfig attribute) (hezar.metrics.recall.RecallConfig attribute) (hezar.metrics.rouge.ROUGEConfig attribute) (hezar.metrics.seqeval.SeqevalConfig attribute) (hezar.metrics.wer.WERConfig attribute) (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_detection.craft.craft_image_processor.CraftImageProcessorConfig attribute) (hezar.models.text_detection.craft.craft_text_detection_config.CraftTextDetectionConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) (hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)

nfkc (hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute) nfkd (hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute) NLL (hezar.constants.LossType attribute) NLL_2D (hezar.constants.LossType attribute) NLTK (hezar.constants.Backends attribute) NO (hezar.constants.PrecisionType attribute) no_padding() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) no_repeat_ngram_size (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) no_timestamps_token_id (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) no_truncation() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) NORMAL (hezar.constants.Color attribute) normalize (hezar.metrics.accuracy.AccuracyConfig attribute) normalize_image() (in module hezar.utils.image_utils) normalizer_config_file (hezar.preprocessors.text_normalizer.TextNormalizer attribute) notimestamps_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) num_attention_heads (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) num_beams (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) num_channels (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) num_dataloader_workers (hezar.configs.TrainerConfig attribute) num_decoder_layers (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) num_epochs (hezar.configs.TrainerConfig attribute) num_heads (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) num_hidden_layers (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) num_labels (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) num_layers (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) num_mel_bins (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) num_parameters (hezar.models.model.Model property) num_special_tokens_to_add() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) num_trainable_parameters (hezar.models.model.Model property) NUMPY (hezar.constants.ImageType attribute)

O

objective (hezar.configs.MetricConfig attribute) (hezar.metrics.accuracy.AccuracyConfig attribute) (hezar.metrics.bleu.BLEUConfig attribute) (hezar.metrics.cer.CERConfig attribute) (hezar.metrics.f1.F1Config attribute) (hezar.metrics.precision.PrecisionConfig attribute) (hezar.metrics.recall.RecallConfig attribute) (hezar.metrics.rouge.ROUGEConfig attribute) (hezar.metrics.seqeval.SeqevalConfig attribute) (hezar.metrics.wer.WERConfig attribute) OCRDataset (class in hezar.data.datasets.ocr_dataset) OCRDatasetConfig (class in hezar.data.datasets.ocr_dataset) OCRDatasetProcessor (class in hezar.data.dataset_processors) ONE_CYCLE (hezar.constants.LRSchedulerType attribute) OPENCV (hezar.constants.Backends attribute) optimization_step() (hezar.trainer.trainer.Trainer method) optimizer (hezar.configs.TrainerConfig attribute) OPTIMIZER (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute)

optimizer_file (hezar.trainer.trainer.Trainer attribute) OptimizerType (class in hezar.constants) out_indices (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) output_dir (hezar.configs.TrainerConfig attribute) output_keys (hezar.configs.MetricConfig attribute) (hezar.metrics.accuracy.AccuracyConfig attribute) (hezar.metrics.bleu.BLEUConfig attribute) (hezar.metrics.cer.CERConfig attribute) (hezar.metrics.f1.F1Config attribute) (hezar.metrics.precision.PrecisionConfig attribute) (hezar.metrics.recall.RecallConfig attribute) (hezar.metrics.rouge.ROUGEConfig attribute) (hezar.metrics.seqeval.SeqevalConfig attribute) (hezar.metrics.wer.WERConfig attribute) output_past (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)

P

pad() (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor method) pad_batch_items() (in module hezar.utils.data_utils) pad_boxes() (in module hezar.utils.image_utils) pad_encoded_batch() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) pad_to_multiple_of (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) pad_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) pad_token_id (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) pad_token_type_id (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) padding (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) padding_side (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) padding_value (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute) PaddingType (class in hezar.constants) patch_size (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute) path (hezar.configs.DatasetConfig attribute) (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute) (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute) (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) permute_dict_list() (in module hezar.utils.common_utils) PILLOW (hezar.constants.Backends attribute) (hezar.constants.ImageType attribute) POISSON_NLL (hezar.constants.LossType attribute) poly (hezar.models.text_detection.craft.craft_text_detection_config.CraftTextDetectionConfig attribute) POLYNOMIAL (hezar.constants.LRSchedulerType attribute) polys2boxes() (in module hezar.models.text_detection.craft.craft_utils) pool_scales (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) pos_label (hezar.metrics.f1.F1Config attribute) (hezar.metrics.precision.PrecisionConfig attribute) (hezar.metrics.recall.RecallConfig attribute) position_embedding_type (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) post_process() (hezar.models.backbone.bert.bert.BERT method) (hezar.models.backbone.distilbert.distilbert.DistilBERT method) (hezar.models.backbone.roberta.roberta.RoBERTa method) (hezar.models.backbone.vit.vit.ViT method) (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method) (hezar.models.mask_filling.bert.bert_mask_filling.BertMaskFilling method) (hezar.models.mask_filling.distilbert.distilbert_mask_filling.DistilBertMaskFilling method) (hezar.models.mask_filling.roberta.roberta_mask_filling.RobertaMaskFilling method) (hezar.models.model.Model method) (hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) (hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method) (hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method) (hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method) (hezar.models.text_detection.craft.craft_text_detection.CraftTextDetection method) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method)

power_to_db() (in module hezar.utils.audio_utils) Precision (class in hezar.metrics.precision) PRECISION (hezar.constants.MetricType attribute) PrecisionConfig (class in hezar.metrics.precision) PrecisionType (class in hezar.constants) predict() (hezar.models.model.Model method) predict_timestamps (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) prediction_skip_tokens (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) prefix (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) prefix_tokens (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer property) prepare_input_batch() (hezar.trainer.trainer.Trainer method) prepare_inputs_for_generation() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) preprocess() (hezar.models.backbone.bert.bert.BERT method) (hezar.models.backbone.distilbert.distilbert.DistilBERT method) (hezar.models.backbone.roberta.roberta.RoBERTa method) (hezar.models.backbone.vit.vit.ViT method) (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method) (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method) (hezar.models.mask_filling.bert.bert_mask_filling.BertMaskFilling method) (hezar.models.mask_filling.distilbert.distilbert_mask_filling.DistilBertMaskFilling method) (hezar.models.mask_filling.roberta.roberta_mask_filling.RobertaMaskFilling method) (hezar.models.model.Model method) (hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) (hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method) (hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method) (hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method) (hezar.models.text_detection.craft.craft_text_detection.CraftTextDetection method) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method) Preprocessor (class in hezar.preprocessors.preprocessor) PREPROCESSOR (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) preprocessor (hezar.models.model.Model property) preprocessor_subfolder (hezar.preprocessors.image_processor.ImageProcessor attribute) (hezar.preprocessors.preprocessor.Preprocessor attribute) (hezar.preprocessors.text_normalizer.TextNormalizer attribute) PreprocessorConfig (class in hezar.configs) PreprocessorsContainer (class in hezar.preprocessors.preprocessor) prev_sot_token_id (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) print_info() (hezar.trainer.trainer.Trainer method) process_batch() (hezar.data.dataset_processors.DatasetProcessor method) (hezar.data.dataset_processors.ImageCaptioningDatasetProcessor method) (hezar.data.dataset_processors.OCRDatasetProcessor method) (hezar.data.dataset_processors.SequenceLabelingDatasetProcessor method) (hezar.data.dataset_processors.SpeechRecognitionDatasetProcessor method) (hezar.data.dataset_processors.TextClassificationDatasetProcessor method) (hezar.data.dataset_processors.TextSummarizationDatasetProcessor method) process_single() (hezar.data.dataset_processors.DatasetProcessor method) (hezar.data.dataset_processors.ImageCaptioningDatasetProcessor method) (hezar.data.dataset_processors.OCRDatasetProcessor method) (hezar.data.dataset_processors.SequenceLabelingDatasetProcessor method) (hezar.data.dataset_processors.SpeechRecognitionDatasetProcessor method) (hezar.data.dataset_processors.TextClassificationDatasetProcessor method) (hezar.data.dataset_processors.TextSummarizationDatasetProcessor method) push_to_hub() (hezar.configs.Config method) (hezar.embeddings.embedding.Embedding method) (hezar.models.model.Model method) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor method) (hezar.preprocessors.image_processor.ImageProcessor method) (hezar.preprocessors.preprocessor.Preprocessor method) (hezar.preprocessors.preprocessor.PreprocessorsContainer method) (hezar.preprocessors.text_normalizer.TextNormalizer method) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) (hezar.trainer.trainer.Trainer method) PYTORCH (hezar.constants.Backends attribute)

Q

qa_dropout (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)

qkv_bias (hezar.models.backbone.vit.vit_config.ViTConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)

R

RangedSampler (class in hezar.data.data_samplers) Recall (class in hezar.metrics.recall) RECALL (hezar.constants.MetricType attribute) RecallConfig (class in hezar.metrics.recall) RED (hezar.constants.Color attribute) REDUCE_ON_PLATEAU (hezar.constants.LRSchedulerType attribute) register_dataset() (in module hezar.registry) register_embedding() (in module hezar.registry) register_metric() (in module hezar.registry) register_model() (in module hezar.registry) register_preprocessor() (in module hezar.registry) Registry (class in hezar.registry) RegistryType (class in hezar.constants) relative_attention_max_distance (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) relative_attention_num_buckets (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) replace_patterns (hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute) replacement (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) RepoType (class in hezar.constants) required_backends (hezar.data.dataset_processors.DatasetProcessor attribute) (hezar.data.datasets.dataset.Dataset attribute), [1] (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset attribute) (hezar.data.datasets.ocr_dataset.OCRDataset attribute) (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDataset attribute) (hezar.embeddings.embedding.Embedding attribute) (hezar.embeddings.fasttext.FastText attribute) (hezar.embeddings.word2vec.Word2Vec attribute) (hezar.metrics.accuracy.Accuracy attribute) (hezar.metrics.bleu.BLEU attribute) (hezar.metrics.cer.CER attribute) (hezar.metrics.f1.F1 attribute) (hezar.metrics.metric.Metric attribute) (hezar.metrics.precision.Precision attribute) (hezar.metrics.recall.Recall attribute) (hezar.metrics.rouge.ROUGE attribute) (hezar.metrics.seqeval.Seqeval attribute) (hezar.metrics.wer.WER attribute) (hezar.models.backbone.bert.bert.BERT attribute) (hezar.models.backbone.distilbert.distilbert.DistilBERT attribute) (hezar.models.backbone.roberta.roberta.RoBERTa attribute) (hezar.models.backbone.vit.vit.ViT attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute) (hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute) (hezar.models.mask_filling.bert.bert_mask_filling.BertMaskFilling attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling.DistilBertMaskFilling attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling.RobertaMaskFilling attribute) (hezar.models.model.Model attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute) (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer attribute) (hezar.models.text_classification.bert.bert_text_classification.BertTextClassification attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification attribute) (hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification attribute) (hezar.models.text_detection.craft.craft_text_detection.CraftTextDetection attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute) (hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute) (hezar.preprocessors.image_processor.ImageProcessor attribute) (hezar.preprocessors.preprocessor.Preprocessor attribute) (hezar.preprocessors.text_normalizer.TextNormalizer attribute) (hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute)

resample (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) rescale (hezar.models.text_detection.craft.craft_image_processor.CraftImageProcessorConfig attribute) (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) rescale_image() (in module hezar.utils.image_utils) reset() (hezar.trainer.trainer_utils.AverageMeter method) (hezar.trainer.trainer_utils.MetricsTracker method) resid_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) resize_image() (in module hezar.utils.image_utils) resize_token_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) resolve_inputs_length_for_padding() (in module hezar.utils.data_utils) resolve_logdir() (in module hezar.trainer.trainer_utils) resume_from_checkpoint (hezar.configs.TrainerConfig attribute) return_attention_mask (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) return_dict_in_generate (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute) return_timestamps (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) reverse_digits (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) reverse_output_digits (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) reverse_prediction_text (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) reverse_string_digits() (in module hezar.utils.common_utils) reverse_text (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) rnn_dim (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute) RoBERTa (class in hezar.models.backbone.roberta.roberta) RobertaClassificationHead (class in hezar.models.sequence_labeling.roberta.roberta_sequence_labeling) (class in hezar.models.text_classification.roberta.roberta_text_classification) RoBERTaConfig (class in hezar.models.backbone.roberta.roberta_config) RobertaMaskFilling (class in hezar.models.mask_filling.roberta.roberta_mask_filling) RobertaMaskFillingConfig (class in hezar.models.mask_filling.roberta.roberta_mask_filling_config) RobertaSequenceLabeling (class in hezar.models.sequence_labeling.roberta.roberta_sequence_labeling) RobertaSequenceLabelingConfig (class in hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config) RobertaTextClassification (class in hezar.models.text_classification.roberta.roberta_text_classification) RobertaTextClassificationConfig (class in hezar.models.text_classification.roberta.roberta_text_classification_config) ROUGE (class in hezar.metrics.rouge) (hezar.constants.Backends attribute) (hezar.constants.MetricType attribute) ROUGEConfig (class in hezar.metrics.rouge)

S

sample_weight (hezar.metrics.accuracy.AccuracyConfig attribute) (hezar.metrics.f1.F1Config attribute) (hezar.metrics.precision.PrecisionConfig attribute) (hezar.metrics.recall.RecallConfig attribute) (hezar.metrics.seqeval.SeqevalConfig attribute) sampling_rate (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute) sanitize_function_parameters() (in module hezar.utils.common_utils) save() (hezar.configs.Config method) (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) (hezar.models.model.Model method) (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor method) (hezar.preprocessors.image_processor.ImageProcessor method) (hezar.preprocessors.preprocessor.Preprocessor method) (hezar.preprocessors.preprocessor.PreprocessorsContainer method) (hezar.preprocessors.text_normalizer.TextNormalizer method) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) (hezar.trainer.trainer.Trainer method) (hezar.trainer.trainer_utils.TrainerState method) save_enabled (hezar.configs.TrainerConfig attribute) save_format (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] save_freq (hezar.configs.TrainerConfig attribute) save_image() (in module hezar.utils.image_utils) save_steps (hezar.configs.TrainerConfig attribute) scale_embedding (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) SCIKIT (hezar.constants.Backends attribute) score (hezar.models.model_outputs.Image2TextOutput attribute) (hezar.models.model_outputs.MaskFillingOutput attribute) (hezar.models.model_outputs.SequenceLabelingOutput attribute) (hezar.models.model_outputs.TextClassificationOutput attribute) SDG (hezar.constants.OptimizerType attribute) seed (hezar.configs.TrainerConfig attribute) (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] semantic_loss_ignore_index (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) sentence_delimiter (hezar.metrics.cer.CERConfig attribute) SentencePieceBPEConfig (class in hezar.preprocessors.tokenizers.sentencepiece_bpe) SentencePieceBPETokenizer (class in hezar.preprocessors.tokenizers.sentencepiece_bpe) SentencePieceUnigramConfig (class in hezar.preprocessors.tokenizers.sentencepiece_unigram) SentencePieceUnigramTokenizer (class in hezar.preprocessors.tokenizers.sentencepiece_unigram) sep_token (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) sep_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) seq_classif_dropout (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) Seqeval (class in hezar.metrics.seqeval) SEQEVAL (hezar.constants.Backends attribute) (hezar.constants.MetricType attribute) SeqevalConfig (class in hezar.metrics.seqeval) sequence (hezar.models.model_outputs.MaskFillingOutput attribute) SEQUENCE_LABELING (hezar.constants.TaskType attribute) SequenceLabelingDataCollator (class in hezar.data.data_collators) SequenceLabelingDataset (class in hezar.data.datasets.sequence_labeling_dataset)

SequenceLabelingDatasetConfig (class in hezar.data.datasets.sequence_labeling_dataset) SequenceLabelingDatasetProcessor (class in hezar.data.dataset_processors) SequenceLabelingMetricsHandler (class in hezar.trainer.metrics_handlers) SequenceLabelingOutput (class in hezar.models.model_outputs) SEQUENTIAL (hezar.constants.LRSchedulerType attribute) set_output_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method) set_prefix_tokens() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method) set_seed() (in module hezar.utils.data_utils) set_truncation_and_padding() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) shift_tokens_right() (in module hezar.utils.data_utils) show_image() (in module hezar.utils.image_utils) show_progress (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) similarity() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) size (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) skip_keys_on_load (hezar.models.backbone.bert.bert.BERT attribute) (hezar.models.backbone.roberta.roberta.RoBERTa attribute) (hezar.models.mask_filling.bert.bert_mask_filling.BertMaskFilling attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling.RobertaMaskFilling attribute) (hezar.models.model.Model attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling attribute) (hezar.models.text_classification.bert.bert_text_classification.BertTextClassification attribute) (hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification attribute) snake_case() (in module hezar.utils.common_utils) SOUNDFILE (hezar.constants.Backends attribute) special_ids (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) spectrogram() (in module hezar.utils.audio_utils) SPEECH_RECOGNITION (hezar.constants.TaskType attribute) SpeechRecognitionDataCollator (class in hezar.data.data_collators) SpeechRecognitionDataset (class in hezar.data.datasets.speech_recognition_dataset) SpeechRecognitionDatasetConfig (class in hezar.data.datasets.speech_recognition_dataset) SpeechRecognitionDatasetProcessor (class in hezar.data.dataset_processors) SpeechRecognitionMetricsHandler (class in hezar.trainer.metrics_handlers) SpeechRecognitionOutput (class in hezar.models.model_outputs) SplitType (class in hezar.constants) square_size (hezar.models.text_detection.craft.craft_image_processor.CraftImageProcessorConfig attribute) start (hezar.models.model_outputs.SequenceLabelingOutput attribute) std (hezar.models.text_detection.craft.craft_image_processor.CraftImageProcessorConfig attribute) (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) STEP (hezar.constants.LRSchedulerType attribute) stride (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) subfolder (hezar.embeddings.embedding.Embedding attribute) suffix (hezar.metrics.seqeval.SeqevalConfig attribute) summary_activation (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) summary_field (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) summary_first_dropout (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) suppress_tokens (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute)

T

T5TextGeneration (class in hezar.models.text_generation.t5.t5_text_generation) T5TextGenerationConfig (class in hezar.models.text_generation.t5.t5_text_generation_config) tags_field (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) task (hezar.configs.DatasetConfig attribute) (hezar.configs.TrainerConfig attribute) (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute) (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute) (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) task_to_id (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionGenerationConfig attribute) TaskType (class in hezar.constants) TENSORBOARD (hezar.constants.Backends attribute) TEST (hezar.constants.SplitType attribute) text (hezar.models.model_outputs.Image2TextOutput attribute) (hezar.models.model_outputs.SpeechRecognitionOutput attribute) (hezar.models.model_outputs.TextGenerationOutput attribute) TEXT_CLASSIFICATION (hezar.constants.TaskType attribute) text_column (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute) (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) TEXT_DETECTION (hezar.constants.TaskType attribute) text_field (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute) (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) TEXT_GENERATION (hezar.constants.TaskType attribute) text_normalizer (hezar.preprocessors.preprocessor.PreprocessorsContainer property) text_split_type (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) text_threshold (hezar.models.text_detection.craft.craft_text_detection_config.CraftTextDetectionConfig attribute) TextClassificationDataset (class in hezar.data.datasets.text_classification_dataset) TextClassificationDatasetConfig (class in hezar.data.datasets.text_classification_dataset) TextClassificationDatasetProcessor (class in hezar.data.dataset_processors) TextClassificationMetricsHandler (class in hezar.trainer.metrics_handlers) TextClassificationOutput (class in hezar.models.model_outputs) TextDetectionOutput (class in hezar.models.model_outputs) TextGenerationDataCollator (class in hezar.data.data_collators) TextGenerationMetricsHandler (class in hezar.trainer.metrics_handlers) TextGenerationOutput (class in hezar.models.model_outputs) TextNormalizer (class in hezar.preprocessors.text_normalizer) TextNormalizerConfig (class in hezar.preprocessors.text_normalizer) TextPaddingDataCollator (class in hezar.data.data_collators) TextSplitType (class in hezar.data.datasets.ocr_dataset) TextSummarizationDataset (class in hezar.data.datasets.text_summarization_dataset) TextSummarizationDatasetConfig (class in hezar.data.datasets.text_summarization_dataset) TextSummarizationDatasetProcessor (class in hezar.data.dataset_processors) tie_weights_ (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) tie_word_embeddings (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) title_field (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) token (hezar.models.model_outputs.MaskFillingOutput attribute) (hezar.models.model_outputs.SequenceLabelingOutput attribute) token_id (hezar.models.model_outputs.MaskFillingOutput attribute) token_ids_name (hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute) token_to_id() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) TOKENIZE (hezar.data.datasets.ocr_dataset.TextSplitType attribute)

Tokenizer (class in hezar.preprocessors.tokenizers.tokenizer) tokenizer (hezar.preprocessors.preprocessor.PreprocessorsContainer property) tokenizer_config_filename (hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute) tokenizer_filename (hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute) TokenizerConfig (class in hezar.preprocessors.tokenizers.tokenizer) TOKENIZERS (hezar.constants.Backends attribute) tokens_field (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) TORCH (hezar.constants.ImageType attribute) torch2numpy() (in module hezar.utils.data_utils) torch_dtype (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) torch_embedding() (hezar.embeddings.embedding.Embedding method) TORCHVISION (hezar.constants.Backends attribute) total_epochs (hezar.trainer.trainer_utils.TrainerState attribute) TRAIN (hezar.constants.SplitType attribute) train() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) (hezar.preprocessors.tokenizers.bpe.BPETokenizer method) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer method) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer method) (hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer method) (hezar.trainer.trainer.Trainer method) train_algorithm (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] train_from_iterator() (hezar.preprocessors.tokenizers.bpe.BPETokenizer method) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer method) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer method) (hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer method) Trainer (class in hezar.trainer.trainer) TRAINER (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) trainer_config_file (hezar.trainer.trainer.Trainer attribute) trainer_csv_log_file (hezar.trainer.trainer.Trainer attribute) trainer_state_file (hezar.trainer.trainer.Trainer attribute) trainer_subfolder (hezar.trainer.trainer.Trainer attribute) TrainerConfig (class in hezar.configs) TrainerState (class in hezar.trainer.trainer_utils) training_step() (hezar.trainer.trainer.Trainer method) transcribe_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) transcript_column (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) TRANSFORMERS (hezar.constants.Backends attribute) translate_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) transpose_channels_axis_side() (in module hezar.utils.image_utils) TRIPLE_MARGIN (hezar.constants.LossType attribute) TrOCRImage2Text (class in hezar.models.image2text.trocr.trocr_image2text) TrOCRImage2TextConfig (class in hezar.models.image2text.trocr.trocr_image2text_config) truncation (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) truncation_side (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) type_vocab_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)

U

uncastable_keys (hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute) UNDERLINE (hezar.constants.Color attribute) unk_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) unk_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) update() (hezar.configs.Config method) (hezar.trainer.trainer_utils.AverageMeter method) (hezar.trainer.trainer_utils.MetricsTracker method) (hezar.trainer.trainer_utils.TrainerState method) update_best_results() (hezar.trainer.trainer_utils.TrainerState method) use_absolute_position_embeddings (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) use_aggregator (hezar.metrics.rouge.ROUGEConfig attribute) use_auxiliary_head (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) use_cache (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)

use_cpu (hezar.configs.TrainerConfig attribute) use_mask_token (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) use_mean_pooling (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) use_relative_position_bias (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) use_shared_relative_position_bias (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) use_stemmer (hezar.metrics.rouge.ROUGEConfig attribute) use_weighted_layer_sum (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)

V

VALID (hezar.constants.SplitType attribute) valid_metrics (hezar.trainer.metrics_handlers.Image2TextMetricHandler attribute) (hezar.trainer.metrics_handlers.MetricsHandler attribute) (hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler attribute) (hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler attribute) (hezar.trainer.metrics_handlers.TextClassificationMetricsHandler attribute) (hezar.trainer.metrics_handlers.TextGenerationMetricsHandler attribute) values() (hezar.models.model_outputs.ModelOutput method) vector_size (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] vectors (hezar.embeddings.embedding.Embedding property) (hezar.embeddings.fasttext.FastText property) (hezar.embeddings.word2vec.Word2Vec property) vectors_filename (hezar.embeddings.embedding.Embedding attribute) verify_dependencies() (in module hezar.utils.integration_utils) VGG16BN (class in hezar.models.text_detection.craft.craft_text_detection) ViT (class in hezar.models.backbone.vit.vit) ViTConfig (class in hezar.models.backbone.vit.vit_config) ViTGPT2Image2Text (class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text) ViTGPT2Image2TextConfig (class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config) ViTRobertaImage2Text (class in hezar.models.image2text.vit_roberta.vit_roberta_image2text) ViTRobertaImage2TextConfig (class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config) vocab (hezar.embeddings.embedding.Embedding property) (hezar.embeddings.fasttext.FastText property) (hezar.embeddings.word2vec.Word2Vec property) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)

vocab_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute) (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute) (hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute) (hezar.models.mask_filling.bert.bert_mask_filling_config.BertMaskFillingConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig attribute) (hezar.models.mask_filling.roberta.roberta_mask_filling_config.RobertaMaskFillingConfig attribute) (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute) (hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute) (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute) (hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute) (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute) (hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute) (hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute) (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute) (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)

W

WANDB (hezar.constants.Backends attribute) warp_coordinates() (in module hezar.models.text_detection.craft.craft_utils) weight_decay (hezar.configs.TrainerConfig attribute) WER (class in hezar.metrics.wer) (hezar.constants.MetricType attribute) WERConfig (class in hezar.metrics.wer) WhisperBPEConfig (class in hezar.models.speech_recognition.whisper.whisper_tokenizer) WhisperBPETokenizer (class in hezar.models.speech_recognition.whisper.whisper_tokenizer) WhisperFeatureExtractor (class in hezar.models.speech_recognition.whisper.whisper_feature_extractor) WhisperFeatureExtractorConfig (class in hezar.models.speech_recognition.whisper.whisper_feature_extractor) WhisperSpeechRecognition (class in hezar.models.speech_recognition.whisper.whisper_speech_recognition) WhisperSpeechRecognitionConfig (class in hezar.models.speech_recognition.whisper.whisper_speech_recognition_config) WhisperSpeechRecognitionGenerationConfig (class in hezar.models.speech_recognition.whisper.whisper_speech_recognition_config) window (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1]

window_function() (in module hezar.utils.audio_utils) word2index() (hezar.embeddings.embedding.Embedding method) Word2Vec (class in hezar.embeddings.word2vec) Word2VecConfig (class in hezar.embeddings.word2vec) word_vectors (hezar.embeddings.embedding.Embedding property) (hezar.embeddings.fasttext.FastText property) (hezar.embeddings.word2vec.Word2Vec property) WordPieceConfig (class in hezar.preprocessors.tokenizers.wordpiece) wordpieces_prefix (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) WordPieceTokenizer (class in hezar.preprocessors.tokenizers.wordpiece) workers (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] write() (hezar.trainer.trainer_utils.CSVLogger method) write_to_tensorboard() (in module hezar.trainer.trainer_utils)

Y

YELLOW (hezar.constants.Color attribute)

Z

zero_division (hezar.metrics.precision.PrecisionConfig attribute) (hezar.metrics.recall.RecallConfig attribute) (hezar.metrics.seqeval.SeqevalConfig attribute)

zero_mean_unit_var_norm() (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor static method)