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) ADAM (hezar.constants.OptimizerType attribute) ADAMW (hezar.constants.OptimizerType 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) add_prefix_space (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) alpha (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] amplitude_to_db() (in module hezar.utils.audio_utils) 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)

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) attn_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) audio_array_column (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) audio_array_padding_type (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_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)

B

BACKBONE (hezar.constants.TaskType attribute) Backends (class in hezar.constants) BASE (hezar.constants.ConfigType attribute) batch_size (hezar.configs.TrainerConfig attribute) BCE (hezar.constants.LossType attribute) BCE_WITH_LOGITS (hezar.constants.LossType 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) 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.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.preprocessors.tokenizers.tokenizer.Tokenizer property)

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) checkpoints_dir (hezar.configs.TrainerConfig 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) 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)

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) 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) CROSS_ENTROPY (hezar.constants.LossType attribute) 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

dataloader_drop_last (hezar.configs.TrainerConfig attribute) dataloader_shuffle (hezar.configs.TrainerConfig attribute) Dataset (class in hezar.data.datasets.dataset) DATASET (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) (hezar.constants.RepoType attribute) dataset_path (hezar.embeddings.fasttext.FastTextConfig attribute), [1] (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] DatasetConfig (class in hezar.configs) DATASETS (hezar.constants.Backends attribute) decode() (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_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) 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)

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) 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) 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) distributed (hezar.configs.TrainerConfig attribute) doesnt_match() (hezar.embeddings.embedding.Embedding method) (hezar.embeddings.fasttext.FastText method) (hezar.embeddings.word2vec.Word2Vec method) 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.preprocessors.tokenizers.bpe.BPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute) (hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig 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) embd_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig 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_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.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.preprocessors.tokenizers.tokenizer.Tokenizer property) 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_with_generate (hezar.configs.TrainerConfig attribute) 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_extractor_path (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) feature_size (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig 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) 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)

FP16 (hezar.constants.PrecisionType attribute) FP8 (hezar.constants.PrecisionType attribute) 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) 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) 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) GENSIM (hezar.constants.Backends attribute) get() (hezar.configs.Config method) get_added_vocab() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) get_lib_version() (in module hezar.utils.integration_utils) get_local_cache_path() (in module hezar.utils.hub_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_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) 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) 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) gunzip() (in module hezar.utils.file_utils)

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.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.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.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.utils module hezar.utils.audio_utils module hezar.utils.common_utils module hezar.utils.data_utils module hezar.utils.file_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 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) hidden_dim (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute) (hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.DistilBertMaskFillingConfig 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) 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)

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) id_to_token() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) ignore_index (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute) IMAGE2TEXT (hezar.constants.TaskType attribute) 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.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) image_processor_config (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute) (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) 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) 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_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_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)

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) 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_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) is_iob_schema (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig 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) labels_padding_type (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) LAMBDA (hezar.constants.LRSchedulerType 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) layer_norm_epsilon (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig 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) 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) 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) load_audio_files() (in module hezar.utils.audio_utils) load_image() (in module hezar.utils.image_utils) load_json_config() (in module hezar.utils.file_utils) load_state_dict() (hezar.models.model.Model method) load_yaml_config() (in module hezar.utils.file_utils) log_upload_success() (hezar.utils.logging.Logger method) Logger (class in hezar.utils.logging) logs_dir (hezar.configs.TrainerConfig 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) LossType (class in hezar.constants) lr_scheduler (hezar.configs.TrainerConfig attribute) LR_SCHEDULER (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) lr_scheduler_kwargs (hezar.configs.TrainerConfig attribute) LRSchedulerType (class in hezar.constants)

M

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_FILLING (hezar.constants.TaskType 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_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.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) max_new_tokens (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_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) max_target_length (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) mean (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_model (hezar.configs.TrainerConfig attribute) MetricConfig (class in hezar.configs) metrics (hezar.configs.TrainerConfig attribute) 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) 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_type (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) ModelConfig (class in hezar.configs) ModelOutput (class in hezar.models.model_outputs) module hezar hezar.builders hezar.configs hezar.constants hezar.data hezar.data.data_collators hezar.data.datasets hezar.data.datasets.dataset hezar.data.datasets.image_captioning_dataset hezar.data.datasets.ocr_dataset hezar.data.datasets.sequence_labeling_dataset hezar.data.datasets.speech_recognition_dataset hezar.data.datasets.text_classification_dataset hezar.data.datasets.text_summarization_dataset hezar.embeddings hezar.embeddings.embedding hezar.embeddings.fasttext hezar.embeddings.word2vec hezar.metrics hezar.metrics.accuracy hezar.metrics.bleu hezar.metrics.cer hezar.metrics.f1 hezar.metrics.metric hezar.metrics.precision hezar.metrics.recall hezar.metrics.rouge hezar.metrics.seqeval hezar.metrics.wer hezar.models.backbone hezar.models.backbone.bert hezar.models.backbone.bert.bert hezar.models.backbone.bert.bert_config hezar.models.backbone.distilbert hezar.models.backbone.distilbert.distilbert hezar.models.backbone.distilbert.distilbert_config hezar.models.backbone.roberta hezar.models.backbone.roberta.roberta hezar.models.backbone.roberta.roberta_config hezar.models.backbone.vit hezar.models.backbone.vit.vit hezar.models.backbone.vit.vit_config hezar.models.image2text hezar.models.image2text.beit_roberta hezar.models.image2text.beit_roberta.beit_roberta_image2text hezar.models.image2text.beit_roberta.beit_roberta_image2text_config hezar.models.image2text.crnn hezar.models.image2text.crnn.crnn_decode_utils hezar.models.image2text.crnn.crnn_image2text hezar.models.image2text.crnn.crnn_image2text_config hezar.models.image2text.trocr hezar.models.image2text.trocr.trocr_image2text hezar.models.image2text.trocr.trocr_image2text_config hezar.models.image2text.vit_gpt2 hezar.models.image2text.vit_gpt2.vit_gpt2_image2text 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.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.utils hezar.utils.audio_utils hezar.utils.common_utils hezar.utils.data_utils hezar.utils.file_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) n_decimals (hezar.configs.MetricConfig attribute) n_embd (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) n_head (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig 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) n_inner (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) n_layer (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig 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) n_positions (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig 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.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) 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) 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) 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) 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_epochs (hezar.configs.TrainerConfig 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) 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) 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) ONE_CYCLE (hezar.constants.LRSchedulerType attribute) optimizer (hezar.configs.TrainerConfig attribute) OPTIMIZER (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType 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)

P

pad() (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor method) pad_batch_items() (in module hezar.utils.data_utils) pad_encoded_batch() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method) pad_to_multiple_of (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.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.preprocessors.tokenizers.tokenizer.Tokenizer property) pad_token_type_id (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute) (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute) padding (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute) (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) padding_direction (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_side (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute) padding_strategy (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.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) POLYNOMIAL (hezar.constants.LRSchedulerType attribute) 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) 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) 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) 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) 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) 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) 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) 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)

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

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) 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.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.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.preprocessors.image_processor.ImageProcessorConfig attribute) rescale_image() (in module hezar.utils.image_utils) resid_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute) resize_image() (in module hezar.utils.image_utils) resolve_inputs_length_for_padding() (in module hezar.utils.data_utils) return_dict_in_generate (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig 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) 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) 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.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) save_enabled (hezar.configs.TrainerConfig attribute) save_format (hezar.embeddings.word2vec.Word2VecConfig attribute), [1] save_freq (hezar.configs.TrainerConfig attribute) save_steps (hezar.configs.TrainerConfig 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) 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) SequenceLabelingOutput (class in hezar.models.model_outputs) SEQUENTIAL (hezar.constants.LRSchedulerType attribute) 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.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) 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) SpeechRecognitionOutput (class in hezar.models.model_outputs) SplitType (class in hezar.constants) start (hezar.models.model_outputs.SequenceLabelingOutput attribute) std (hezar.preprocessors.image_processor.ImageProcessorConfig attribute) STEP (hezar.constants.LRSchedulerType attribute) stride (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) summary_field (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute) summary_first_dropout (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)

T

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) TaskType (class in hezar.constants) TEST (hezar.constants.SplitType attribute) test_split_size (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig 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_split_type (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute) TextClassificationDataset (class in hezar.data.datasets.text_classification_dataset) TextClassificationDatasetConfig (class in hezar.data.datasets.text_classification_dataset) TextClassificationOutput (class in hezar.models.model_outputs) TextGenerationDataCollator (class in hezar.data.data_collators) 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) 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) 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_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)

tokenizer_name (hezar.models.backbone.bert.bert.BERT attribute) (hezar.models.backbone.distilbert.distilbert.DistilBERT attribute) (hezar.models.backbone.roberta.roberta.RoBERTa 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.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) tokenizer_path (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) 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_embedding() (hezar.embeddings.embedding.Embedding method) 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) 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 (hezar.constants.ConfigType attribute) (hezar.constants.RegistryType attribute) TrainerConfig (class in hezar.configs) transcript_column (hezar.data.datasets.speech_recognition_dataset.SpeechRecognitionDatasetConfig attribute) TRANSFORMERS (hezar.constants.Backends 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) truncation_direction (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) truncation_strategy (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)

U

uncastable_keys (hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute) UNDERLINE (hezar.constants.Color attribute) unk_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) unk_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property) update() (hezar.configs.Config 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)

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)

V

VALID (hezar.constants.SplitType 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) 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.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) weight_decay (hezar.configs.TrainerConfig attribute) WER (class in hezar.metrics.wer) (hezar.constants.MetricType attribute) WERConfig (class in hezar.metrics.wer) 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]

Y

YELLOW (hezar.constants.Color attribute)

Z

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