Index

_

__call__() (transformers.AudioClassificationPipeline method) (transformers.AutomaticSpeechRecognitionPipeline method) (transformers.BeitFeatureExtractor method) (transformers.ConversationalPipeline method) (transformers.DeiTFeatureExtractor method) (transformers.DetrFeatureExtractor method) (transformers.FeatureExtractionPipeline method) (transformers.FillMaskPipeline method) (transformers.FlaxAlbertForMaskedLM method) (transformers.FlaxAlbertForMultipleChoice method) (transformers.FlaxAlbertForPreTraining method) (transformers.FlaxAlbertForQuestionAnswering method) (transformers.FlaxAlbertForSequenceClassification method) (transformers.FlaxAlbertForTokenClassification method) (transformers.FlaxAlbertModel method) (transformers.FlaxBartForConditionalGeneration method) (transformers.FlaxBartForQuestionAnswering method) (transformers.FlaxBartForSequenceClassification method) (transformers.FlaxBartModel method) (transformers.FlaxBeitForImageClassification method) (transformers.FlaxBeitForMaskedImageModeling method) (transformers.FlaxBeitModel method) (transformers.FlaxBertForMaskedLM method) (transformers.FlaxBertForMultipleChoice method) (transformers.FlaxBertForNextSentencePrediction method) (transformers.FlaxBertForPreTraining method) (transformers.FlaxBertForQuestionAnswering method) (transformers.FlaxBertForSequenceClassification method) (transformers.FlaxBertForTokenClassification method) (transformers.FlaxBertModel method) (transformers.FlaxBigBirdForMaskedLM method) (transformers.FlaxBigBirdForMultipleChoice method) (transformers.FlaxBigBirdForPreTraining method) (transformers.FlaxBigBirdForQuestionAnswering method) (transformers.FlaxBigBirdForSequenceClassification method) (transformers.FlaxBigBirdForTokenClassification method) (transformers.FlaxBigBirdModel method) (transformers.FlaxCLIPModel method) (transformers.FlaxCLIPTextModel method) (transformers.FlaxCLIPVisionModel method) (transformers.FlaxDistilBertForMaskedLM method) (transformers.FlaxDistilBertForMultipleChoice method) (transformers.FlaxDistilBertForQuestionAnswering method) (transformers.FlaxDistilBertForSequenceClassification method) (transformers.FlaxDistilBertForTokenClassification method) (transformers.FlaxDistilBertModel method) (transformers.FlaxElectraForMaskedLM method) (transformers.FlaxElectraForMultipleChoice method) (transformers.FlaxElectraForPreTraining method) (transformers.FlaxElectraForQuestionAnswering method) (transformers.FlaxElectraForSequenceClassification method) (transformers.FlaxElectraForTokenClassification method) (transformers.FlaxElectraModel method) (transformers.FlaxEncoderDecoderModel method) (transformers.FlaxForcedBOSTokenLogitsProcessor method) (transformers.FlaxForcedEOSTokenLogitsProcessor method) (transformers.FlaxGPT2LMHeadModel method) (transformers.FlaxGPT2Model method) (transformers.FlaxGPTNeoForCausalLM method) (transformers.FlaxGPTNeoModel method) (transformers.FlaxLogitsProcessor method) (transformers.FlaxLogitsProcessorList method) (transformers.FlaxLogitsWarper method) (transformers.FlaxMarianModel method) (transformers.FlaxMarianMTModel method) (transformers.FlaxMBartForConditionalGeneration method) (transformers.FlaxMBartForQuestionAnswering method) (transformers.FlaxMBartForSequenceClassification method) (transformers.FlaxMBartModel method) (transformers.FlaxMinLengthLogitsProcessor method) (transformers.FlaxPegasusForConditionalGeneration method) (transformers.FlaxPegasusModel method) (transformers.FlaxRobertaForMaskedLM method) (transformers.FlaxRobertaForMultipleChoice method) (transformers.FlaxRobertaForQuestionAnswering method) (transformers.FlaxRobertaForSequenceClassification method) (transformers.FlaxRobertaForTokenClassification method) (transformers.FlaxRobertaModel method) (transformers.FlaxT5ForConditionalGeneration method) (transformers.FlaxT5Model method) (transformers.FlaxTemperatureLogitsWarper method) (transformers.FlaxTopKLogitsWarper method) (transformers.FlaxTopPLogitsWarper method) (transformers.FlaxViTForImageClassification method) (transformers.FlaxViTModel method) (transformers.FlaxWav2Vec2ForCTC method) (transformers.FlaxWav2Vec2ForPreTraining method) (transformers.FlaxWav2Vec2Model method) (transformers.ForcedBOSTokenLogitsProcessor method) (transformers.ForcedEOSTokenLogitsProcessor method) (transformers.HammingDiversityLogitsProcessor method) (transformers.ImageClassificationPipeline method) (transformers.ImageSegmentationPipeline method) (transformers.InfNanRemoveLogitsProcessor method) (transformers.LayoutLMv2FeatureExtractor method) (transformers.LayoutLMv2Processor method) (transformers.LayoutLMv2Tokenizer method) (transformers.LayoutLMv2TokenizerFast method) (transformers.LogitsProcessor method) (transformers.LogitsProcessorList method) (transformers.LogitsWarper method) (transformers.LukeTokenizer method) (transformers.MaxLengthCriteria method) (transformers.MaxTimeCriteria method) (transformers.MinLengthLogitsProcessor method) (transformers.NoBadWordsLogitsProcessor method) (transformers.NoRepeatNGramLogitsProcessor method) (transformers.ObjectDetectionPipeline method) (transformers.PrefixConstrainedLogitsProcessor method) (transformers.QuestionAnsweringPipeline method) (transformers.RepetitionPenaltyLogitsProcessor method) (transformers.SegformerFeatureExtractor method) (transformers.Speech2Text2Processor method) (transformers.Speech2TextFeatureExtractor method) (transformers.Speech2TextProcessor method) (transformers.StoppingCriteria method) (transformers.StoppingCriteriaList method) (transformers.SummarizationPipeline method) (transformers.TableQuestionAnsweringPipeline method) (transformers.TapasTokenizer method) (transformers.TemperatureLogitsWarper method) (transformers.Text2TextGenerationPipeline method) (transformers.TextClassificationPipeline method) (transformers.TextGenerationPipeline method) (transformers.TokenClassificationPipeline method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.TopKLogitsWarper method) (transformers.TopPLogitsWarper method) (transformers.TranslationPipeline method) (transformers.TrOCRProcessor method) (transformers.ViTFeatureExtractor method) (transformers.Wav2Vec2CTCTokenizer method) (transformers.Wav2Vec2FeatureExtractor method) (transformers.Wav2Vec2Processor method) (transformers.ZeroShotClassificationPipeline method)

_LazyModule (class in transformers.file_utils)

A

Adafactor (class in transformers) AdamW (class in transformers) AdamWeightDecay (class in transformers) AdaptiveEmbedding (class in transformers) add_arrays() (transformers.trainer_pt_utils.DistributedTensorGatherer method) add_callback() (transformers.Trainer method) add_code_sample_docstrings() (in module transformers.file_utils) add_end_docstrings() (in module transformers.file_utils) add_from_file() (transformers.BertweetTokenizer method) (transformers.PhobertTokenizer method) add_memory_hooks() (transformers.modeling_utils.ModuleUtilsMixin method) add_special_tokens() (transformers.tokenization_utils_base.SpecialTokensMixin method) add_start_docstrings() (in module transformers.file_utils) add_start_docstrings_to_model_forward() (in module transformers.file_utils) add_tokens() (transformers.tokenization_utils_base.SpecialTokensMixin method) additional_special_tokens() (transformers.tokenization_utils_base.SpecialTokensMixin property) additional_special_tokens_ids() (transformers.tokenization_utils_base.SpecialTokensMixin property) adjust_logits_during_generation() (transformers.generation_tf_utils.TFGenerationMixin method) (transformers.generation_utils.GenerationMixin method) aggregate_words() (transformers.TokenClassificationPipeline method) AlbertConfig (class in transformers) AlbertForMaskedLM (class in transformers) AlbertForMultipleChoice (class in transformers) AlbertForPreTraining (class in transformers) AlbertForPreTrainingOutput (class in transformers.models.albert.modeling_albert) AlbertForQuestionAnswering (class in transformers) AlbertForSequenceClassification (class in transformers) AlbertForTokenClassification (class in transformers) AlbertModel (class in transformers) AlbertTokenizer (class in transformers) AlbertTokenizerFast (class in transformers) all_special_ids() (transformers.tokenization_utils_base.SpecialTokensMixin property) all_special_tokens() (transformers.tokenization_utils_base.SpecialTokensMixin property) all_special_tokens_extended() (transformers.tokenization_utils_base.SpecialTokensMixin property) apply_chunking_to_forward() (in module transformers)

ArgumentHandler (class in transformers.pipelines) as_target_processor() (transformers.Speech2Text2Processor method) (transformers.Speech2TextProcessor method) (transformers.TrOCRProcessor method) (transformers.Wav2Vec2Processor method) as_target_tokenizer() (transformers.MarianTokenizer method) (transformers.MBart50Tokenizer method) (transformers.MBart50TokenizerFast method) (transformers.MBartTokenizer method) (transformers.MBartTokenizerFast method) (transformers.RagTokenizer method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) AudioClassificationPipeline (class in transformers) AutoConfig (class in transformers) AutoFeatureExtractor (class in transformers) AutomaticSpeechRecognitionPipeline (class in transformers) AutoModel (class in transformers) AutoModelForAudioClassification (class in transformers) AutoModelForCausalLM (class in transformers) AutoModelForCTC (class in transformers) AutoModelForImageClassification (class in transformers) AutoModelForImageSegmentation (class in transformers) AutoModelForMaskedLM (class in transformers) AutoModelForMultipleChoice (class in transformers) AutoModelForNextSentencePrediction (class in transformers) AutoModelForObjectDetection (class in transformers) AutoModelForPreTraining (class in transformers) AutoModelForQuestionAnswering (class in transformers) AutoModelForSeq2SeqLM (class in transformers) AutoModelForSequenceClassification (class in transformers) AutoModelForSpeechSeq2Seq (class in transformers) AutoModelForTableQuestionAnswering (class in transformers) AutoModelForTokenClassification (class in transformers) AutoTokenizer (class in transformers) AzureMLCallback (class in transformers.integrations)

B

backend_tokenizer() (transformers.PreTrainedTokenizerFast property) BartConfig (class in transformers) BartForCausalLM (class in transformers) BartForConditionalGeneration (class in transformers) BartForQuestionAnswering (class in transformers) BartForSequenceClassification (class in transformers) BarthezTokenizer (class in transformers) BarthezTokenizerFast (class in transformers) BartModel (class in transformers) BartphoTokenizer (class in transformers) BartTokenizer (class in transformers) BartTokenizerFast (class in transformers) base_model() (transformers.PreTrainedModel property) BaseModelOutput (class in transformers.modeling_outputs) BaseModelOutputWithCrossAttentions (class in transformers.modeling_outputs) BaseModelOutputWithPast (class in transformers.modeling_outputs) BaseModelOutputWithPastAndCrossAttentions (class in transformers.modeling_outputs) BaseModelOutputWithPooling (class in transformers.modeling_outputs) BaseModelOutputWithPoolingAndCrossAttentions (class in transformers.modeling_outputs) batch_decode() (transformers.CLIPProcessor method) (transformers.Speech2Text2Processor method) (transformers.Speech2Text2Tokenizer method) (transformers.Speech2TextProcessor method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.TrOCRProcessor method) (transformers.Wav2Vec2Processor method) batch_encode_plus() (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) BatchEncoding (class in transformers) BatchFeature (class in transformers) beam_sample() (transformers.generation_utils.GenerationMixin method) beam_search() (transformers.generation_utils.GenerationMixin method) BeamSampleDecoderOnlyOutput (class in transformers.generation_utils) BeamSampleEncoderDecoderOutput (class in transformers.generation_utils) BeamScorer (class in transformers) BeamSearchDecoderOnlyOutput (class in transformers.generation_utils) BeamSearchEncoderDecoderOutput (class in transformers.generation_utils) BeamSearchScorer (class in transformers) BeitConfig (class in transformers) BeitFeatureExtractor (class in transformers) BeitForImageClassification (class in transformers) BeitForMaskedImageModeling (class in transformers) BeitModel (class in transformers) BertConfig (class in transformers) BertForMaskedLM (class in transformers) BertForMultipleChoice (class in transformers) BertForNextSentencePrediction (class in transformers) BertForPreTraining (class in transformers) BertForPreTrainingOutput (class in transformers.models.bert.modeling_bert) BertForQuestionAnswering (class in transformers) BertForSequenceClassification (class in transformers) BertForTokenClassification (class in transformers) BertGenerationConfig (class in transformers) BertGenerationDecoder (class in transformers) BertGenerationEncoder (class in transformers) BertGenerationTokenizer (class in transformers) BertJapaneseTokenizer (class in transformers) BertLMHeadModel (class in transformers) BertModel (class in transformers) BertTokenizer (class in transformers) BertTokenizerFast (class in transformers) BertweetTokenizer (class in transformers) BigBirdConfig (class in transformers) BigBirdForCausalLM (class in transformers) BigBirdForMaskedLM (class in transformers) BigBirdForMultipleChoice (class in transformers) BigBirdForPreTraining (class in transformers) BigBirdForPreTrainingOutput (class in transformers.models.big_bird.modeling_big_bird) BigBirdForQuestionAnswering (class in transformers) BigBirdForSequenceClassification (class in transformers) BigBirdForTokenClassification (class in transformers) BigBirdModel (class in transformers) BigBirdPegasusConfig (class in transformers) BigBirdPegasusForCausalLM (class in transformers) BigBirdPegasusForConditionalGeneration (class in transformers) BigBirdPegasusForQuestionAnswering (class in transformers)

BigBirdPegasusForSequenceClassification (class in transformers) BigBirdPegasusModel (class in transformers) BigBirdTokenizer (class in transformers) BigBirdTokenizerFast (class in transformers) BlenderbotConfig (class in transformers) BlenderbotForCausalLM (class in transformers) BlenderbotForConditionalGeneration (class in transformers) BlenderbotModel (class in transformers) BlenderbotSmallConfig (class in transformers) BlenderbotSmallForCausalLM (class in transformers) BlenderbotSmallForConditionalGeneration (class in transformers) BlenderbotSmallModel (class in transformers) BlenderbotSmallTokenizer (class in transformers) BlenderbotSmallTokenizerFast (class in transformers) BlenderbotTokenizer (class in transformers) bos_token() (transformers.tokenization_utils_base.SpecialTokensMixin property) bos_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property) build_inputs_with_special_tokens() (transformers.AlbertTokenizer method) (transformers.AlbertTokenizerFast method) (transformers.BarthezTokenizer method) (transformers.BarthezTokenizerFast method) (transformers.BartphoTokenizer method) (transformers.BertTokenizer method) (transformers.BertTokenizerFast method) (transformers.BertweetTokenizer method) (transformers.BigBirdTokenizer method) (transformers.BigBirdTokenizerFast method) (transformers.BlenderbotSmallTokenizer method) (transformers.BlenderbotSmallTokenizerFast method) (transformers.BlenderbotTokenizer method) (transformers.CamembertTokenizer method) (transformers.CamembertTokenizerFast method) (transformers.CanineTokenizer method) (transformers.CLIPTokenizer method) (transformers.ConvBertTokenizer method) (transformers.DebertaTokenizer method) (transformers.DebertaTokenizerFast method) (transformers.DebertaV2Tokenizer method) (transformers.FNetTokenizer method) (transformers.FNetTokenizerFast method) (transformers.FSMTTokenizer method) (transformers.FunnelTokenizer method) (transformers.HerbertTokenizerFast method) (transformers.LEDTokenizer method) (transformers.M2M100Tokenizer method) (transformers.MBart50Tokenizer method) (transformers.MBart50TokenizerFast method) (transformers.MBartTokenizer method) (transformers.MBartTokenizerFast method) (transformers.MPNetTokenizer method) (transformers.MPNetTokenizerFast method) (transformers.PegasusTokenizer method) (transformers.PegasusTokenizerFast method) (transformers.PhobertTokenizer method) (transformers.ProphetNetTokenizer method) (transformers.RemBertTokenizer method) (transformers.RemBertTokenizerFast method) (transformers.RobertaTokenizer method) (transformers.RobertaTokenizerFast method) (transformers.RoFormerTokenizer method) (transformers.RoFormerTokenizerFast method) (transformers.Speech2TextTokenizer method) (transformers.SplinterTokenizer method) (transformers.SplinterTokenizerFast method) (transformers.SqueezeBertTokenizer method) (transformers.T5Tokenizer method) (transformers.T5TokenizerFast method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.XLMProphetNetTokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMRobertaTokenizerFast method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method) (transformers.XLNetTokenizerFast method) ByT5Tokenizer (class in transformers)

C

cached_property (class in transformers.file_utils) call() (transformers.modeling_tf_utils.TFSharedEmbeddings method) (transformers.TFAlbertForMaskedLM method) (transformers.TFAlbertForMultipleChoice method) (transformers.TFAlbertForPreTraining method) (transformers.TFAlbertForQuestionAnswering method) (transformers.TFAlbertForSequenceClassification method) (transformers.TFAlbertForTokenClassification method) (transformers.TFAlbertModel method) (transformers.TFBartForConditionalGeneration method) (transformers.TFBartModel method) (transformers.TFBertForMaskedLM method) (transformers.TFBertForMultipleChoice method) (transformers.TFBertForNextSentencePrediction method) (transformers.TFBertForPreTraining method) (transformers.TFBertForQuestionAnswering method) (transformers.TFBertForSequenceClassification method) (transformers.TFBertForTokenClassification method) (transformers.TFBertLMHeadModel method) (transformers.TFBertModel method) (transformers.TFBlenderbotForConditionalGeneration method) (transformers.TFBlenderbotModel method) (transformers.TFBlenderbotSmallForConditionalGeneration method) (transformers.TFBlenderbotSmallModel method) (transformers.TFConvBertForMaskedLM method) (transformers.TFConvBertForMultipleChoice method) (transformers.TFConvBertForQuestionAnswering method) (transformers.TFConvBertForSequenceClassification method) (transformers.TFConvBertForTokenClassification method) (transformers.TFConvBertModel method) (transformers.TFCTRLForSequenceClassification method) (transformers.TFCTRLLMHeadModel method) (transformers.TFCTRLModel method) (transformers.TFDebertaForMaskedLM method) (transformers.TFDebertaForQuestionAnswering method) (transformers.TFDebertaForSequenceClassification method) (transformers.TFDebertaForTokenClassification method) (transformers.TFDebertaModel method) (transformers.TFDebertaPreTrainedModel method) (transformers.TFDebertaV2ForMaskedLM method) (transformers.TFDebertaV2ForQuestionAnswering method) (transformers.TFDebertaV2ForSequenceClassification method) (transformers.TFDebertaV2ForTokenClassification method) (transformers.TFDebertaV2Model method) (transformers.TFDebertaV2PreTrainedModel method) (transformers.TFDistilBertForMaskedLM method) (transformers.TFDistilBertForMultipleChoice method) (transformers.TFDistilBertForQuestionAnswering method) (transformers.TFDistilBertForSequenceClassification method) (transformers.TFDistilBertForTokenClassification method) (transformers.TFDistilBertModel method) (transformers.TFDPRContextEncoder method) (transformers.TFDPRQuestionEncoder method) (transformers.TFDPRReader method) (transformers.TFElectraForMaskedLM method) (transformers.TFElectraForMultipleChoice method) (transformers.TFElectraForPreTraining method) (transformers.TFElectraForQuestionAnswering method) (transformers.TFElectraForSequenceClassification method) (transformers.TFElectraForTokenClassification method) (transformers.TFElectraModel method) (transformers.TFEncoderDecoderModel method) (transformers.TFFlaubertForMultipleChoice method) (transformers.TFFlaubertForQuestionAnsweringSimple method) (transformers.TFFlaubertForSequenceClassification method) (transformers.TFFlaubertForTokenClassification method) (transformers.TFFlaubertModel method) (transformers.TFFlaubertWithLMHeadModel method) (transformers.TFFunnelBaseModel method) (transformers.TFFunnelForMaskedLM method) (transformers.TFFunnelForMultipleChoice method) (transformers.TFFunnelForPreTraining method) (transformers.TFFunnelForQuestionAnswering method) (transformers.TFFunnelForSequenceClassification method) (transformers.TFFunnelForTokenClassification method) (transformers.TFFunnelModel method) (transformers.TFGPT2DoubleHeadsModel method) (transformers.TFGPT2ForSequenceClassification method) (transformers.TFGPT2LMHeadModel method) (transformers.TFGPT2Model method) (transformers.TFHubertForCTC method) (transformers.TFHubertModel method) (transformers.TFLayoutLMForMaskedLM method) (transformers.TFLayoutLMForSequenceClassification method) (transformers.TFLayoutLMForTokenClassification method) (transformers.TFLayoutLMModel method) (transformers.TFLEDForConditionalGeneration method) (transformers.TFLEDModel method) (transformers.TFLongformerForMaskedLM method) (transformers.TFLongformerForMultipleChoice method) (transformers.TFLongformerForQuestionAnswering method) (transformers.TFLongformerForSequenceClassification method) (transformers.TFLongformerForTokenClassification method) (transformers.TFLongformerModel method) (transformers.TFLxmertForPreTraining method) (transformers.TFLxmertModel method) (transformers.TFMarianModel method) (transformers.TFMarianMTModel method) (transformers.TFMBartForConditionalGeneration method) (transformers.TFMBartModel method) (transformers.TFMobileBertForMaskedLM method) (transformers.TFMobileBertForMultipleChoice method) (transformers.TFMobileBertForNextSentencePrediction method) (transformers.TFMobileBertForPreTraining method) (transformers.TFMobileBertForQuestionAnswering method) (transformers.TFMobileBertForSequenceClassification method) (transformers.TFMobileBertForTokenClassification method) (transformers.TFMobileBertModel method) (transformers.TFMPNetForMaskedLM method) (transformers.TFMPNetForMultipleChoice method) (transformers.TFMPNetForQuestionAnswering method) (transformers.TFMPNetForSequenceClassification method) (transformers.TFMPNetForTokenClassification method) (transformers.TFMPNetModel method) (transformers.TFOpenAIGPTDoubleHeadsModel method) (transformers.TFOpenAIGPTForSequenceClassification method) (transformers.TFOpenAIGPTLMHeadModel method) (transformers.TFOpenAIGPTModel method) (transformers.TFPegasusForConditionalGeneration method) (transformers.TFPegasusModel method) (transformers.TFRagModel method) (transformers.TFRagSequenceForGeneration method) (transformers.TFRagTokenForGeneration method) (transformers.TFRemBertForCausalLM method) (transformers.TFRemBertForMaskedLM method) (transformers.TFRemBertForMultipleChoice method) (transformers.TFRemBertForQuestionAnswering method) (transformers.TFRemBertForSequenceClassification method) (transformers.TFRemBertForTokenClassification method) (transformers.TFRemBertModel method) (transformers.TFRobertaForCausalLM method) (transformers.TFRobertaForMaskedLM method) (transformers.TFRobertaForMultipleChoice method) (transformers.TFRobertaForQuestionAnswering method) (transformers.TFRobertaForSequenceClassification method) (transformers.TFRobertaForTokenClassification method) (transformers.TFRobertaModel method) (transformers.TFRoFormerForCausalLM method) (transformers.TFRoFormerForMaskedLM method) (transformers.TFRoFormerForMultipleChoice method) (transformers.TFRoFormerForQuestionAnswering method) (transformers.TFRoFormerForSequenceClassification method) (transformers.TFRoFormerForTokenClassification method) (transformers.TFRoFormerModel method) (transformers.TFT5EncoderModel method) (transformers.TFT5ForConditionalGeneration method) (transformers.TFT5Model method) (transformers.TFTransfoXLForSequenceClassification method) (transformers.TFTransfoXLLMHeadModel method) (transformers.TFTransfoXLModel method) (transformers.TFWav2Vec2ForCTC method) (transformers.TFWav2Vec2Model method) (transformers.TFXLMForMultipleChoice method) (transformers.TFXLMForQuestionAnsweringSimple method) (transformers.TFXLMForSequenceClassification method) (transformers.TFXLMForTokenClassification method) (transformers.TFXLMModel method) (transformers.TFXLMRobertaForMaskedLM method) (transformers.TFXLMRobertaForMultipleChoice method) (transformers.TFXLMRobertaForQuestionAnswering method) (transformers.TFXLMRobertaForSequenceClassification method) (transformers.TFXLMRobertaForTokenClassification method) (transformers.TFXLMRobertaModel method) (transformers.TFXLMWithLMHeadModel method) (transformers.TFXLNetForMultipleChoice method) (transformers.TFXLNetForQuestionAnsweringSimple method) (transformers.TFXLNetForSequenceClassification method) (transformers.TFXLNetForTokenClassification method) (transformers.TFXLNetLMHeadModel method) (transformers.TFXLNetModel method)

CallbackHandler (class in transformers.trainer_callback) CamembertConfig (class in transformers) CamembertForCausalLM (class in transformers) CamembertForMaskedLM (class in transformers) CamembertForMultipleChoice (class in transformers) CamembertForQuestionAnswering (class in transformers) CamembertForSequenceClassification (class in transformers) CamembertForTokenClassification (class in transformers) CamembertModel (class in transformers) CamembertTokenizer (class in transformers) CamembertTokenizerFast (class in transformers) CanineConfig (class in transformers) CanineForMultipleChoice (class in transformers) CanineForQuestionAnswering (class in transformers) CanineForSequenceClassification (class in transformers) CanineForTokenClassification (class in transformers) CanineModel (class in transformers) CanineModelOutputWithPooling (class in transformers.models.canine.modeling_canine) CanineTokenizer (class in transformers) CausalLMOutput (class in transformers.modeling_outputs) CausalLMOutputWithCrossAttentions (class in transformers.modeling_outputs) CausalLMOutputWithPast (class in transformers.modeling_outputs) center_crop() (transformers.CLIPFeatureExtractor method) (transformers.image_utils.ImageFeatureExtractionMixin method) char_to_token() (transformers.BatchEncoding method) char_to_word() (transformers.BatchEncoding method) CharSpan (class in transformers.tokenization_utils_base) check_inputs() (transformers.SummarizationPipeline method) (transformers.Text2TextGenerationPipeline method) (transformers.TranslationPipeline method) check_model_type() (transformers.Pipeline method) clean_up_tokenization() (transformers.tokenization_utils_base.PreTrainedTokenizerBase static method) CLIPConfig (class in transformers) CLIPFeatureExtractor (class in transformers) CLIPModel (class in transformers) CLIPProcessor (class in transformers) CLIPTextConfig (class in transformers) CLIPTextModel (class in transformers) CLIPTokenizer (class in transformers) CLIPTokenizerFast (class in transformers) CLIPVisionConfig (class in transformers) CLIPVisionModel (class in transformers) cls_token() (transformers.tokenization_utils_base.SpecialTokensMixin property) cls_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property) CometCallback (class in transformers.integrations) compile() (transformers.TFPreTrainedModel method) compute_loss() (transformers.Trainer method) config_class (transformers.CamembertForCausalLM attribute) (transformers.CamembertForMaskedLM attribute) (transformers.CamembertForMultipleChoice attribute) (transformers.CamembertForQuestionAnswering attribute) (transformers.CamembertForSequenceClassification attribute) (transformers.CamembertForTokenClassification attribute) (transformers.CamembertModel attribute) (transformers.DebertaPreTrainedModel attribute) (transformers.FlaxMT5ForConditionalGeneration attribute) (transformers.FlaxMT5Model attribute) (transformers.MT5EncoderModel attribute) (transformers.MT5ForConditionalGeneration attribute) (transformers.MT5Model attribute) (transformers.TFCamembertForMaskedLM attribute) (transformers.TFCamembertForMultipleChoice attribute) (transformers.TFCamembertForQuestionAnswering attribute) (transformers.TFCamembertForSequenceClassification attribute) (transformers.TFCamembertForTokenClassification attribute) (transformers.TFCamembertModel attribute) (transformers.TFMT5EncoderModel attribute) (transformers.TFMT5ForConditionalGeneration attribute) (transformers.TFMT5Model attribute) Conv1D (class in transformers.modeling_utils) ConvBertConfig (class in transformers) ConvBertForMaskedLM (class in transformers) ConvBertForMultipleChoice (class in transformers) ConvBertForQuestionAnswering (class in transformers) ConvBertForSequenceClassification (class in transformers) ConvBertForTokenClassification (class in transformers) ConvBertModel (class in transformers) ConvBertTokenizer (class in transformers) ConvBertTokenizerFast (class in transformers) Conversation (class in transformers) ConversationalPipeline (class in transformers) convert_ids_to_tokens() (transformers.PreTrainedTokenizer method) (transformers.PreTrainedTokenizerFast method) convert_logits_to_predictions() (transformers.TapasTokenizer method) convert_to_tensors() (transformers.BatchEncoding method) (transformers.BatchFeature method) convert_tokens_to_ids() (transformers.PreTrainedTokenizer method) (transformers.PreTrainedTokenizerFast method) convert_tokens_to_string() (transformers.BarthezTokenizer method) (transformers.BartphoTokenizer method) (transformers.BertweetTokenizer method) (transformers.MBart50Tokenizer method) (transformers.PegasusTokenizer method) (transformers.PhobertTokenizer method) (transformers.PreTrainedTokenizer method) (transformers.PreTrainedTokenizerFast method) (transformers.ProphetNetTokenizer method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.XLMProphetNetTokenizer method) CpmTokenizer (class in transformers) create_optimizer() (in module transformers) (transformers.Trainer method) create_optimizer_and_scheduler() (transformers.TFTrainer method) (transformers.Trainer method) create_sample() (transformers.QuestionAnsweringPipeline static method) create_scheduler() (transformers.Trainer method) create_token_type_ids_from_sequences() (transformers.AlbertTokenizer method) (transformers.AlbertTokenizerFast method) (transformers.BarthezTokenizer method) (transformers.BarthezTokenizerFast method) (transformers.BartphoTokenizer method) (transformers.BertTokenizer method) (transformers.BertTokenizerFast method) (transformers.BertweetTokenizer method) (transformers.BigBirdTokenizer method) (transformers.BigBirdTokenizerFast method) (transformers.BlenderbotSmallTokenizer method) (transformers.BlenderbotSmallTokenizerFast method) (transformers.CamembertTokenizer method) (transformers.CamembertTokenizerFast method) (transformers.CanineTokenizer method) (transformers.CLIPTokenizer method) (transformers.ConvBertTokenizer method) (transformers.DebertaTokenizer method) (transformers.DebertaTokenizerFast method) (transformers.DebertaV2Tokenizer method) (transformers.FNetTokenizer method) (transformers.FNetTokenizerFast method) (transformers.FSMTTokenizer method) (transformers.FunnelTokenizer method) (transformers.FunnelTokenizerFast method) (transformers.HerbertTokenizerFast method) (transformers.LEDTokenizer method) (transformers.M2M100Tokenizer method) (transformers.MPNetTokenizer method) (transformers.MPNetTokenizerFast method) (transformers.PhobertTokenizer method) (transformers.ProphetNetTokenizer method) (transformers.RemBertTokenizer method) (transformers.RemBertTokenizerFast method) (transformers.RobertaTokenizer method) (transformers.RoFormerTokenizer method) (transformers.Speech2TextTokenizer method) (transformers.SplinterTokenizer method) (transformers.SplinterTokenizerFast method) (transformers.SqueezeBertTokenizer method) (transformers.T5Tokenizer method) (transformers.T5TokenizerFast method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.XLMProphetNetTokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMRobertaTokenizerFast method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method) (transformers.XLNetTokenizerFast method) CsvPipelineDataFormat (class in transformers.pipelines) CTRLConfig (class in transformers) CTRLForSequenceClassification (class in transformers) CTRLLMHeadModel (class in transformers) CTRLModel (class in transformers) CTRLTokenizer (class in transformers)

D

DataCollatorForLanguageModeling (class in transformers.data.data_collator) DataCollatorForPermutationLanguageModeling (class in transformers.data.data_collator) DataCollatorForSeq2Seq (class in transformers.data.data_collator) DataCollatorForTokenClassification (class in transformers.data.data_collator) DataCollatorForWholeWordMask (class in transformers.data.data_collator) DataCollatorWithPadding (class in transformers.data.data_collator) DataProcessor (class in transformers.data.processors.utils) DebertaConfig (class in transformers) DebertaForMaskedLM (class in transformers) DebertaForQuestionAnswering (class in transformers) DebertaForSequenceClassification (class in transformers) DebertaForTokenClassification (class in transformers) DebertaModel (class in transformers) DebertaPreTrainedModel (class in transformers) DebertaTokenizer (class in transformers) DebertaTokenizerFast (class in transformers) DebertaV2Config (class in transformers) DebertaV2ForMaskedLM (class in transformers) DebertaV2ForQuestionAnswering (class in transformers) DebertaV2ForSequenceClassification (class in transformers) DebertaV2ForTokenClassification (class in transformers) DebertaV2Model (class in transformers) DebertaV2PreTrainedModel (class in transformers) DebertaV2Tokenizer (class in transformers) DebugUnderflowOverflow (class in transformers.debug_utils) decode() (transformers.CLIPProcessor method) (transformers.FlaxBartForConditionalGeneration method) (transformers.FlaxBartForQuestionAnswering method) (transformers.FlaxBartForSequenceClassification method) (transformers.FlaxBartModel method) (transformers.FlaxMBartForConditionalGeneration method) (transformers.FlaxMBartForQuestionAnswering method) (transformers.FlaxMBartForSequenceClassification method) (transformers.FlaxMBartModel method) (transformers.FlaxPegasusForConditionalGeneration method) (transformers.FlaxPegasusModel method) (transformers.FlaxT5ForConditionalGeneration method) (transformers.FlaxT5Model method) (transformers.QuestionAnsweringPipeline method) (transformers.Speech2Text2Processor method) (transformers.Speech2Text2Tokenizer method) (transformers.Speech2TextProcessor method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.TrOCRProcessor method) (transformers.Wav2Vec2Processor method) decoder() (transformers.PreTrainedTokenizerFast property) default_data_collator() (in module transformers.data.data_collator) DefaultFlowCallback (class in transformers) DeiTConfig (class in transformers)

DeiTFeatureExtractor (class in transformers) DeiTForImageClassification (class in transformers) DeiTForImageClassificationWithTeacher (class in transformers) DeiTModel (class in transformers) deparallelize() (transformers.GPT2LMHeadModel method) (transformers.GPT2Model method) (transformers.T5EncoderModel method) (transformers.T5ForConditionalGeneration method) (transformers.T5Model method) DetrConfig (class in transformers) DetrFeatureExtractor (class in transformers) DetrForObjectDetection (class in transformers) DetrForSegmentation (class in transformers) DetrModel (class in transformers) DetrModelOutput (class in transformers.models.detr.modeling_detr) DetrObjectDetectionOutput (class in transformers.models.detr.modeling_detr) DetrSegmentationOutput (class in transformers.models.detr.modeling_detr) device() (transformers.modeling_utils.ModuleUtilsMixin property) (transformers.TrainingArguments property) device_placement() (transformers.Pipeline method) dict_torch_dtype_to_str() (transformers.PretrainedConfig method) disable_default_handler() (in module transformers.logging) DistilBertConfig (class in transformers) DistilBertForMaskedLM (class in transformers) DistilBertForMultipleChoice (class in transformers) DistilBertForQuestionAnswering (class in transformers) DistilBertForSequenceClassification (class in transformers) DistilBertForTokenClassification (class in transformers) DistilBertModel (class in transformers) DistilBertTokenizer (class in transformers) DistilBertTokenizerFast (class in transformers) DistributedTensorGatherer (class in transformers.trainer_pt_utils) DPRConfig (class in transformers) DPRContextEncoder (class in transformers) DPRContextEncoderOutput (class in transformers.models.dpr.modeling_dpr) DPRContextEncoderTokenizer (class in transformers) DPRContextEncoderTokenizerFast (class in transformers) DPRPreTrainedModel (class in transformers) DPRQuestionEncoder (class in transformers) DPRQuestionEncoderOutput (class in transformers.models.dpr.modeling_dpr) DPRQuestionEncoderTokenizer (class in transformers) DPRQuestionEncoderTokenizerFast (class in transformers) DPRReader (class in transformers) DPRReaderOutput (class in transformers.models.dpr.modeling_dpr) DPRReaderTokenizer (class in transformers) DPRReaderTokenizerFast (class in transformers) dtype() (transformers.modeling_utils.ModuleUtilsMixin property) dummy_inputs() (transformers.PreTrainedModel property) (transformers.TFPreTrainedModel property)

E

EarlyStoppingCallback (class in transformers) ElectraConfig (class in transformers) ElectraForMaskedLM (class in transformers) ElectraForMultipleChoice (class in transformers) ElectraForPreTraining (class in transformers) ElectraForPreTrainingOutput (class in transformers.models.electra.modeling_electra) ElectraForQuestionAnswering (class in transformers) ElectraForSequenceClassification (class in transformers) ElectraForTokenClassification (class in transformers) ElectraModel (class in transformers) ElectraTokenizer (class in transformers) ElectraTokenizerFast (class in transformers) enable_default_handler() (in module transformers.logging) enable_explicit_format() (in module transformers.logging) encode() (transformers.FlaxBartForConditionalGeneration method) (transformers.FlaxBartForQuestionAnswering method) (transformers.FlaxBartForSequenceClassification method) (transformers.FlaxBartModel method) (transformers.FlaxMBartForConditionalGeneration method) (transformers.FlaxMBartForQuestionAnswering method) (transformers.FlaxMBartForSequenceClassification method) (transformers.FlaxMBartModel method) (transformers.FlaxPegasusForConditionalGeneration method) (transformers.FlaxPegasusModel method) (transformers.FlaxT5ForConditionalGeneration method) (transformers.FlaxT5Model method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method)

encode_plus() (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) EncoderDecoderConfig (class in transformers) EncoderDecoderModel (class in transformers) encodings() (transformers.BatchEncoding property) ensure_tensor_on_device() (transformers.Pipeline method) eos_token() (transformers.tokenization_utils_base.SpecialTokensMixin property) eos_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property) estimate_tokens() (transformers.modeling_utils.ModuleUtilsMixin method) eval_batch_size() (transformers.TFTrainingArguments property) (transformers.TrainingArguments property) EvalPrediction (class in transformers) evaluate() (transformers.Seq2SeqTrainer method) (transformers.TFTrainer method) (transformers.Trainer method) evaluation_loop() (transformers.Trainer method) ExplicitEnum (class in transformers.file_utils)

F

FeatureExtractionMixin (class in transformers.feature_extraction_utils) FeatureExtractionPipeline (class in transformers) FillMaskPipeline (class in transformers) finalize() (transformers.BeamScorer method) (transformers.BeamSearchScorer method) (transformers.trainer_pt_utils.DistributedTensorGatherer method) find_pruneable_heads_and_indices() (in module transformers.modeling_utils) FlaubertConfig (class in transformers) FlaubertForMultipleChoice (class in transformers) FlaubertForQuestionAnswering (class in transformers) FlaubertForQuestionAnsweringSimple (class in transformers) FlaubertForSequenceClassification (class in transformers) FlaubertForTokenClassification (class in transformers) FlaubertModel (class in transformers) FlaubertTokenizer (class in transformers) FlaubertWithLMHeadModel (class in transformers) FlaxAlbertForMaskedLM (class in transformers) FlaxAlbertForMultipleChoice (class in transformers) FlaxAlbertForPreTraining (class in transformers) FlaxAlbertForQuestionAnswering (class in transformers) FlaxAlbertForSequenceClassification (class in transformers) FlaxAlbertForTokenClassification (class in transformers) FlaxAlbertModel (class in transformers) FlaxAutoModel (class in transformers) FlaxAutoModelForCausalLM (class in transformers) FlaxAutoModelForImageClassification (class in transformers) FlaxAutoModelForMaskedLM (class in transformers) FlaxAutoModelForMultipleChoice (class in transformers) FlaxAutoModelForNextSentencePrediction (class in transformers) FlaxAutoModelForPreTraining (class in transformers) FlaxAutoModelForQuestionAnswering (class in transformers) FlaxAutoModelForSeq2SeqLM (class in transformers) FlaxAutoModelForSequenceClassification (class in transformers) FlaxAutoModelForTokenClassification (class in transformers) FlaxBartForConditionalGeneration (class in transformers) FlaxBartForQuestionAnswering (class in transformers) FlaxBartForSequenceClassification (class in transformers) FlaxBartModel (class in transformers) FlaxBaseModelOutput (class in transformers.modeling_flax_outputs) FlaxBaseModelOutputWithPast (class in transformers.modeling_flax_outputs) FlaxBaseModelOutputWithPastAndCrossAttentions (class in transformers.modeling_flax_outputs) FlaxBaseModelOutputWithPooling (class in transformers.modeling_flax_outputs) FlaxBeitForImageClassification (class in transformers) FlaxBeitForMaskedImageModeling (class in transformers) FlaxBeitModel (class in transformers) FlaxBertForMaskedLM (class in transformers) FlaxBertForMultipleChoice (class in transformers) FlaxBertForNextSentencePrediction (class in transformers) FlaxBertForPreTraining (class in transformers) FlaxBertForPreTrainingOutput (class in transformers.models.bert.modeling_flax_bert) FlaxBertForQuestionAnswering (class in transformers) FlaxBertForSequenceClassification (class in transformers) FlaxBertForTokenClassification (class in transformers) FlaxBertModel (class in transformers) FlaxBigBirdForMaskedLM (class in transformers) FlaxBigBirdForMultipleChoice (class in transformers) FlaxBigBirdForPreTraining (class in transformers) FlaxBigBirdForQuestionAnswering (class in transformers) FlaxBigBirdForSequenceClassification (class in transformers) FlaxBigBirdForTokenClassification (class in transformers) FlaxBigBirdModel (class in transformers) FlaxCausalLMOutputWithCrossAttentions (class in transformers.modeling_flax_outputs) FlaxCLIPModel (class in transformers) FlaxCLIPTextModel (class in transformers) FlaxCLIPVisionModel (class in transformers) FlaxDistilBertForMaskedLM (class in transformers) FlaxDistilBertForMultipleChoice (class in transformers) FlaxDistilBertForQuestionAnswering (class in transformers) FlaxDistilBertForSequenceClassification (class in transformers) FlaxDistilBertForTokenClassification (class in transformers) FlaxDistilBertModel (class in transformers) FlaxElectraForMaskedLM (class in transformers) FlaxElectraForMultipleChoice (class in transformers) FlaxElectraForPreTraining (class in transformers) FlaxElectraForQuestionAnswering (class in transformers) FlaxElectraForSequenceClassification (class in transformers) FlaxElectraForTokenClassification (class in transformers) FlaxElectraModel (class in transformers) FlaxEncoderDecoderModel (class in transformers) FlaxForcedBOSTokenLogitsProcessor (class in transformers) FlaxForcedEOSTokenLogitsProcessor (class in transformers) FlaxGenerationMixin (class in transformers.generation_flax_utils) FlaxGPT2LMHeadModel (class in transformers) FlaxGPT2Model (class in transformers) FlaxGPTNeoForCausalLM (class in transformers) FlaxGPTNeoModel (class in transformers) FlaxGreedySearchOutput (class in transformers.generation_flax_utils) FlaxLogitsProcessor (class in transformers) FlaxLogitsProcessorList (class in transformers) FlaxLogitsWarper (class in transformers) FlaxMarianModel (class in transformers) FlaxMarianMTModel (class in transformers) FlaxMaskedLMOutput (class in transformers.modeling_flax_outputs) FlaxMBartForConditionalGeneration (class in transformers) FlaxMBartForQuestionAnswering (class in transformers) FlaxMBartForSequenceClassification (class in transformers) FlaxMBartModel (class in transformers) FlaxMinLengthLogitsProcessor (class in transformers) FlaxMT5ForConditionalGeneration (class in transformers) FlaxMT5Model (class in transformers) FlaxMultipleChoiceModelOutput (class in transformers.modeling_flax_outputs) FlaxNextSentencePredictorOutput (class in transformers.modeling_flax_outputs) FlaxPegasusForConditionalGeneration (class in transformers) FlaxPegasusModel (class in transformers) FlaxPreTrainedModel (class in transformers) FlaxQuestionAnsweringModelOutput (class in transformers.modeling_flax_outputs) FlaxRobertaForMaskedLM (class in transformers) FlaxRobertaForMultipleChoice (class in transformers) FlaxRobertaForQuestionAnswering (class in transformers) FlaxRobertaForSequenceClassification (class in transformers) FlaxRobertaForTokenClassification (class in transformers) FlaxRobertaModel (class in transformers) FlaxSampleOutput (class in transformers.generation_flax_utils) FlaxSeq2SeqLMOutput (class in transformers.modeling_flax_outputs) FlaxSeq2SeqModelOutput (class in transformers.modeling_flax_outputs) FlaxSeq2SeqQuestionAnsweringModelOutput (class in transformers.modeling_flax_outputs) FlaxSeq2SeqSequenceClassifierOutput (class in transformers.modeling_flax_outputs) FlaxSequenceClassifierOutput (class in transformers.modeling_flax_outputs) FlaxT5ForConditionalGeneration (class in transformers) FlaxT5Model (class in transformers) FlaxTemperatureLogitsWarper (class in transformers) FlaxTokenClassifierOutput (class in transformers.modeling_flax_outputs) FlaxTopKLogitsWarper (class in transformers) FlaxTopPLogitsWarper (class in transformers) FlaxViTForImageClassification (class in transformers) FlaxViTModel (class in transformers) FlaxWav2Vec2BaseModelOutput (class in transformers.models.wav2vec2.modeling_flax_wav2vec2) FlaxWav2Vec2ForCTC (class in transformers) FlaxWav2Vec2ForPreTraining (class in transformers) FlaxWav2Vec2ForPreTrainingOutput (class in transformers.models.wav2vec2.modeling_flax_wav2vec2) FlaxWav2Vec2Model (class in transformers) floating_point_ops() (transformers.modeling_utils.ModuleUtilsMixin method) (transformers.Trainer method) FNetConfig (class in transformers) FNetForMaskedLM (class in transformers) FNetForMultipleChoice (class in transformers) FNetForNextSentencePrediction (class in transformers) FNetForPreTraining (class in transformers) FNetForQuestionAnswering (class in transformers) FNetForSequenceClassification (class in transformers) FNetForTokenClassification (class in transformers) FNetModel (class in transformers) FNetTokenizer (class in transformers) FNetTokenizerFast (class in transformers) ForcedBOSTokenLogitsProcessor (class in transformers) ForcedEOSTokenLogitsProcessor (class in transformers) forward() (transformers.AlbertForMaskedLM method) (transformers.AlbertForMultipleChoice method) (transformers.AlbertForPreTraining method) (transformers.AlbertForQuestionAnswering method) (transformers.AlbertForSequenceClassification method) (transformers.AlbertForTokenClassification method) (transformers.AlbertModel method) (transformers.BartForCausalLM method) (transformers.BartForConditionalGeneration method) (transformers.BartForQuestionAnswering method) (transformers.BartForSequenceClassification method) (transformers.BartModel method) (transformers.BeitForImageClassification method) (transformers.BeitForMaskedImageModeling method) (transformers.BeitModel method) (transformers.BertForMaskedLM method) (transformers.BertForMultipleChoice method) (transformers.BertForNextSentencePrediction method) (transformers.BertForPreTraining method) (transformers.BertForQuestionAnswering method) (transformers.BertForSequenceClassification method) (transformers.BertForTokenClassification method) (transformers.BertGenerationDecoder method) (transformers.BertGenerationEncoder method) (transformers.BertLMHeadModel method) (transformers.BertModel method) (transformers.BigBirdForCausalLM method) (transformers.BigBirdForMaskedLM method) (transformers.BigBirdForMultipleChoice method) (transformers.BigBirdForPreTraining method) (transformers.BigBirdForQuestionAnswering method) (transformers.BigBirdForSequenceClassification method) (transformers.BigBirdForTokenClassification method) (transformers.BigBirdModel method) (transformers.BigBirdPegasusForCausalLM method) (transformers.BigBirdPegasusForConditionalGeneration method) (transformers.BigBirdPegasusForQuestionAnswering method) (transformers.BigBirdPegasusForSequenceClassification method) (transformers.BigBirdPegasusModel method) (transformers.BlenderbotForCausalLM method) (transformers.BlenderbotForConditionalGeneration method) (transformers.BlenderbotModel method) (transformers.BlenderbotSmallForCausalLM method) (transformers.BlenderbotSmallForConditionalGeneration method) (transformers.BlenderbotSmallModel method) (transformers.CanineForMultipleChoice method) (transformers.CanineForQuestionAnswering method) (transformers.CanineForSequenceClassification method) (transformers.CanineForTokenClassification method) (transformers.CanineModel method) (transformers.CLIPModel method) (transformers.CLIPTextModel method) (transformers.CLIPVisionModel method) (transformers.ConvBertForMaskedLM method) (transformers.ConvBertForMultipleChoice method) (transformers.ConvBertForQuestionAnswering method) (transformers.ConvBertForSequenceClassification method) (transformers.ConvBertForTokenClassification method) (transformers.ConvBertModel method) (transformers.CTRLForSequenceClassification method) (transformers.CTRLLMHeadModel method) (transformers.CTRLModel method) (transformers.DebertaForMaskedLM method) (transformers.DebertaForQuestionAnswering method) (transformers.DebertaForSequenceClassification method) (transformers.DebertaForTokenClassification method) (transformers.DebertaModel method) (transformers.DebertaV2ForMaskedLM method) (transformers.DebertaV2ForQuestionAnswering method) (transformers.DebertaV2ForSequenceClassification method) (transformers.DebertaV2ForTokenClassification method) (transformers.DebertaV2Model method) (transformers.DebertaV2PreTrainedModel method) (transformers.DeiTForImageClassification method) (transformers.DeiTForImageClassificationWithTeacher method) (transformers.DeiTModel method) (transformers.DetrForObjectDetection method) (transformers.DetrForSegmentation method) (transformers.DetrModel method) (transformers.DistilBertForMaskedLM method) (transformers.DistilBertForMultipleChoice method) (transformers.DistilBertForQuestionAnswering method) (transformers.DistilBertForSequenceClassification method) (transformers.DistilBertForTokenClassification method) (transformers.DistilBertModel method) (transformers.DPRContextEncoder method) (transformers.DPRQuestionEncoder method) (transformers.DPRReader method) (transformers.ElectraForMaskedLM method) (transformers.ElectraForMultipleChoice method) (transformers.ElectraForPreTraining method) (transformers.ElectraForQuestionAnswering method) (transformers.ElectraForSequenceClassification method) (transformers.ElectraForTokenClassification method) (transformers.ElectraModel method) (transformers.EncoderDecoderModel method) (transformers.FlaubertForMultipleChoice method) (transformers.FlaubertForQuestionAnswering method) (transformers.FlaubertForQuestionAnsweringSimple method) (transformers.FlaubertForSequenceClassification method) (transformers.FlaubertForTokenClassification method) (transformers.FlaubertModel method) (transformers.FlaubertWithLMHeadModel method) (transformers.FNetForMaskedLM method) (transformers.FNetForMultipleChoice method) (transformers.FNetForNextSentencePrediction method) (transformers.FNetForPreTraining method) (transformers.FNetForQuestionAnswering method) (transformers.FNetForSequenceClassification method) (transformers.FNetForTokenClassification method) (transformers.FNetModel method) (transformers.FSMTForConditionalGeneration method) (transformers.FSMTModel method) (transformers.FunnelBaseModel method) (transformers.FunnelForMaskedLM method) (transformers.FunnelForMultipleChoice method) (transformers.FunnelForPreTraining method) (transformers.FunnelForQuestionAnswering method) (transformers.FunnelForSequenceClassification method) (transformers.FunnelForTokenClassification method) (transformers.FunnelModel method) (transformers.GPT2DoubleHeadsModel method) (transformers.GPT2ForSequenceClassification method) (transformers.GPT2ForTokenClassification method) (transformers.GPT2LMHeadModel method) (transformers.GPT2Model method) (transformers.GPTJForCausalLM method) (transformers.GPTJForSequenceClassification method) (transformers.GPTJModel method) (transformers.GPTNeoForCausalLM method) (transformers.GPTNeoForSequenceClassification method) (transformers.GPTNeoModel method) (transformers.HubertForCTC method) (transformers.HubertForSequenceClassification method) (transformers.HubertModel method) (transformers.IBertForMaskedLM method) (transformers.IBertForMultipleChoice method) (transformers.IBertForQuestionAnswering method) (transformers.IBertForSequenceClassification method) (transformers.IBertForTokenClassification method) (transformers.IBertModel method) (transformers.LayoutLMForMaskedLM method) (transformers.LayoutLMForSequenceClassification method) (transformers.LayoutLMForTokenClassification method) (transformers.LayoutLMModel method) (transformers.LayoutLMv2ForQuestionAnswering method) (transformers.LayoutLMv2ForSequenceClassification method) (transformers.LayoutLMv2ForTokenClassification method) (transformers.LayoutLMv2Model method) (transformers.LEDForConditionalGeneration method) (transformers.LEDForQuestionAnswering method) (transformers.LEDForSequenceClassification method) (transformers.LEDModel method) (transformers.LongformerForMaskedLM method) (transformers.LongformerForMultipleChoice method) (transformers.LongformerForQuestionAnswering method) (transformers.LongformerForSequenceClassification method) (transformers.LongformerForTokenClassification method) (transformers.LongformerModel method) (transformers.LukeForEntityClassification method) (transformers.LukeForEntityPairClassification method) (transformers.LukeForEntitySpanClassification method) (transformers.LukeModel method) (transformers.LxmertForPreTraining method) (transformers.LxmertForQuestionAnswering method) (transformers.LxmertModel method) (transformers.M2M100ForConditionalGeneration method) (transformers.M2M100Model method) (transformers.MarianForCausalLM method) (transformers.MarianModel method) (transformers.MarianMTModel method) (transformers.MBartForCausalLM method) (transformers.MBartForConditionalGeneration method) (transformers.MBartForQuestionAnswering method) (transformers.MBartModel method) (transformers.MegatronBertForCausalLM method) (transformers.MegatronBertForMaskedLM method) (transformers.MegatronBertForMultipleChoice method) (transformers.MegatronBertForNextSentencePrediction method) (transformers.MegatronBertForPreTraining method) (transformers.MegatronBertForQuestionAnswering method) (transformers.MegatronBertForSequenceClassification method) (transformers.MegatronBertForTokenClassification method) (transformers.MegatronBertModel method) (transformers.MobileBertForMaskedLM method) (transformers.MobileBertForMultipleChoice method) (transformers.MobileBertForNextSentencePrediction method) (transformers.MobileBertForPreTraining method) (transformers.MobileBertForQuestionAnswering method) (transformers.MobileBertForSequenceClassification method) (transformers.MobileBertForTokenClassification method) (transformers.MobileBertModel method) (transformers.modeling_utils.PoolerAnswerClass method) (transformers.modeling_utils.PoolerEndLogits method) (transformers.modeling_utils.PoolerStartLogits method) (transformers.modeling_utils.SequenceSummary method) (transformers.modeling_utils.SQuADHead method) (transformers.MPNetForMaskedLM method) (transformers.MPNetForMultipleChoice method) (transformers.MPNetForQuestionAnswering method) (transformers.MPNetForSequenceClassification method) (transformers.MPNetForTokenClassification method) (transformers.MPNetModel method) (transformers.OpenAIGPTDoubleHeadsModel method) (transformers.OpenAIGPTForSequenceClassification method) (transformers.OpenAIGPTLMHeadModel method) (transformers.OpenAIGPTModel method) (transformers.PegasusForCausalLM method) (transformers.PegasusForConditionalGeneration method) (transformers.PegasusModel method) (transformers.ProphetNetDecoder method) (transformers.ProphetNetEncoder method) (transformers.ProphetNetForCausalLM method) (transformers.ProphetNetForConditionalGeneration method) (transformers.ProphetNetModel method) (transformers.RagModel method) (transformers.RagSequenceForGeneration method) (transformers.RagTokenForGeneration method) (transformers.ReformerForMaskedLM method) (transformers.ReformerForQuestionAnswering method) (transformers.ReformerForSequenceClassification method) (transformers.ReformerModel method) (transformers.ReformerModelWithLMHead method) (transformers.RemBertForCausalLM method) (transformers.RemBertForMaskedLM method) (transformers.RemBertForMultipleChoice method) (transformers.RemBertForQuestionAnswering method) (transformers.RemBertForSequenceClassification method) (transformers.RemBertForTokenClassification method) (transformers.RemBertModel method) (transformers.RetriBertModel method) (transformers.RobertaForCausalLM method) (transformers.RobertaForMaskedLM method) (transformers.RobertaForMultipleChoice method) (transformers.RobertaForQuestionAnswering method) (transformers.RobertaForSequenceClassification method) (transformers.RobertaForTokenClassification method) (transformers.RobertaModel method) (transformers.RoFormerForCausalLM method) (transformers.RoFormerForMaskedLM method) (transformers.RoFormerForMultipleChoice method) (transformers.RoFormerForQuestionAnswering method) (transformers.RoFormerForSequenceClassification method) (transformers.RoFormerForTokenClassification method) (transformers.RoFormerModel method) (transformers.SegformerDecodeHead method) (transformers.SegformerForImageClassification method) (transformers.SegformerForSemanticSegmentation method) (transformers.SegformerModel method) (transformers.SEWDForCTC method) (transformers.SEWDForSequenceClassification method) (transformers.SEWDModel method) (transformers.SEWForCTC method) (transformers.SEWForSequenceClassification method) (transformers.SEWModel method) (transformers.Speech2Text2ForCausalLM method) (transformers.Speech2TextForConditionalGeneration method) (transformers.Speech2TextModel method) (transformers.SpeechEncoderDecoderModel method) (transformers.SplinterForQuestionAnswering method) (transformers.SplinterModel method) (transformers.SqueezeBertForMaskedLM method) (transformers.SqueezeBertForMultipleChoice method) (transformers.SqueezeBertForQuestionAnswering method) (transformers.SqueezeBertForSequenceClassification method) (transformers.SqueezeBertForTokenClassification method) (transformers.SqueezeBertModel method) (transformers.T5EncoderModel method) (transformers.T5ForConditionalGeneration method) (transformers.T5Model method) (transformers.TransfoXLForSequenceClassification method) (transformers.TransfoXLLMHeadModel method) (transformers.TransfoXLModel method) (transformers.TrOCRForCausalLM method) (transformers.UniSpeechForCTC method) (transformers.UniSpeechForPreTraining method) (transformers.UniSpeechForSequenceClassification method) (transformers.UniSpeechModel method) (transformers.UniSpeechSatForCTC method) (transformers.UniSpeechSatForPreTraining method) (transformers.UniSpeechSatForSequenceClassification method) (transformers.UniSpeechSatModel method) (transformers.VisionEncoderDecoderModel method) (transformers.VisualBertForMultipleChoice method) (transformers.VisualBertForPreTraining method) (transformers.VisualBertForQuestionAnswering method) (transformers.VisualBertForRegionToPhraseAlignment method) (transformers.VisualBertForVisualReasoning method) (transformers.VisualBertModel method) (transformers.ViTForImageClassification method) (transformers.ViTModel method) (transformers.Wav2Vec2ForCTC method) (transformers.Wav2Vec2ForPreTraining method) (transformers.Wav2Vec2ForSequenceClassification method) (transformers.Wav2Vec2Model method) (transformers.XLMForMultipleChoice method) (transformers.XLMForQuestionAnswering method) (transformers.XLMForQuestionAnsweringSimple method) (transformers.XLMForSequenceClassification method) (transformers.XLMForTokenClassification method) (transformers.XLMModel method) (transformers.XLMRobertaForCausalLM method) (transformers.XLMRobertaForMaskedLM method) (transformers.XLMRobertaForMultipleChoice method) (transformers.XLMRobertaForQuestionAnswering method) (transformers.XLMRobertaForSequenceClassification method) (transformers.XLMRobertaForTokenClassification method) (transformers.XLMRobertaModel method) (transformers.XLMWithLMHeadModel method) (transformers.XLNetForMultipleChoice method) (transformers.XLNetForQuestionAnswering method) (transformers.XLNetForQuestionAnsweringSimple method) (transformers.XLNetForSequenceClassification method) (transformers.XLNetForTokenClassification method) (transformers.XLNetLMHeadModel method) (transformers.XLNetModel method)

framework() (transformers.FlaxPreTrainedModel property) (transformers.PreTrainedModel property) (transformers.TFPreTrainedModel property) from_config() (transformers.AutoModel class method) (transformers.AutoModelForAudioClassification class method) (transformers.AutoModelForCausalLM class method) (transformers.AutoModelForCTC class method) (transformers.AutoModelForImageClassification class method) (transformers.AutoModelForImageSegmentation class method) (transformers.AutoModelForMaskedLM class method) (transformers.AutoModelForMultipleChoice class method) (transformers.AutoModelForNextSentencePrediction class method) (transformers.AutoModelForObjectDetection class method) (transformers.AutoModelForPreTraining class method) (transformers.AutoModelForQuestionAnswering class method) (transformers.AutoModelForSeq2SeqLM class method) (transformers.AutoModelForSequenceClassification class method) (transformers.AutoModelForSpeechSeq2Seq class method) (transformers.AutoModelForTableQuestionAnswering class method) (transformers.AutoModelForTokenClassification class method) (transformers.FlaxAutoModel class method) (transformers.FlaxAutoModelForCausalLM class method) (transformers.FlaxAutoModelForImageClassification class method) (transformers.FlaxAutoModelForMaskedLM class method) (transformers.FlaxAutoModelForMultipleChoice class method) (transformers.FlaxAutoModelForNextSentencePrediction class method) (transformers.FlaxAutoModelForPreTraining class method) (transformers.FlaxAutoModelForQuestionAnswering class method) (transformers.FlaxAutoModelForSeq2SeqLM class method) (transformers.FlaxAutoModelForSequenceClassification class method) (transformers.FlaxAutoModelForTokenClassification class method) (transformers.TFAutoModel class method) (transformers.TFAutoModelForCausalLM class method) (transformers.TFAutoModelForMaskedLM class method) (transformers.TFAutoModelForMultipleChoice class method) (transformers.TFAutoModelForPreTraining class method) (transformers.TFAutoModelForQuestionAnswering class method) (transformers.TFAutoModelForSeq2SeqLM class method) (transformers.TFAutoModelForSequenceClassification class method) (transformers.TFAutoModelForTokenClassification class method) from_dict() (transformers.PretrainedConfig class method) from_encoder_decoder_configs() (transformers.EncoderDecoderConfig class method) (transformers.SpeechEncoderDecoderConfig class method) (transformers.VisionEncoderDecoderConfig class method) from_encoder_decoder_pretrained() (transformers.EncoderDecoderModel class method) (transformers.FlaxEncoderDecoderModel class method) (transformers.SpeechEncoderDecoderModel class method) (transformers.TFEncoderDecoderModel class method) (transformers.VisionEncoderDecoderModel class method) from_json_file() (transformers.PretrainedConfig class method) from_pretrained() (transformers.AutoConfig class method) (transformers.AutoFeatureExtractor class method) (transformers.AutoModel class method) (transformers.AutoModelForAudioClassification class method) (transformers.AutoModelForCausalLM class method) (transformers.AutoModelForCTC class method) (transformers.AutoModelForImageClassification class method) (transformers.AutoModelForImageSegmentation class method) (transformers.AutoModelForMaskedLM class method) (transformers.AutoModelForMultipleChoice class method) (transformers.AutoModelForNextSentencePrediction class method) (transformers.AutoModelForObjectDetection class method) (transformers.AutoModelForPreTraining class method) (transformers.AutoModelForQuestionAnswering class method) (transformers.AutoModelForSeq2SeqLM class method) (transformers.AutoModelForSequenceClassification class method) (transformers.AutoModelForSpeechSeq2Seq class method) (transformers.AutoModelForTableQuestionAnswering class method) (transformers.AutoModelForTokenClassification class method) (transformers.AutoTokenizer class method) (transformers.CLIPProcessor class method) (transformers.feature_extraction_utils.FeatureExtractionMixin class method) (transformers.FlaxAutoModel class method) (transformers.FlaxAutoModelForCausalLM class method) (transformers.FlaxAutoModelForImageClassification class method) (transformers.FlaxAutoModelForMaskedLM class method) (transformers.FlaxAutoModelForMultipleChoice class method) (transformers.FlaxAutoModelForNextSentencePrediction class method) (transformers.FlaxAutoModelForPreTraining class method) (transformers.FlaxAutoModelForQuestionAnswering class method) (transformers.FlaxAutoModelForSeq2SeqLM class method) (transformers.FlaxAutoModelForSequenceClassification class method) (transformers.FlaxAutoModelForTokenClassification class method) (transformers.FlaxPreTrainedModel class method) (transformers.PretrainedConfig class method) (transformers.PreTrainedModel class method) (transformers.Speech2Text2Processor class method) (transformers.Speech2TextProcessor class method) (transformers.TFAutoModel class method) (transformers.TFAutoModelForCausalLM class method) (transformers.TFAutoModelForMaskedLM class method) (transformers.TFAutoModelForMultipleChoice class method) (transformers.TFAutoModelForPreTraining class method) (transformers.TFAutoModelForQuestionAnswering class method) (transformers.TFAutoModelForSeq2SeqLM class method) (transformers.TFAutoModelForSequenceClassification class method) (transformers.TFAutoModelForTokenClassification class method) (transformers.TFPreTrainedModel class method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase class method) (transformers.TrOCRProcessor class method) (transformers.Wav2Vec2Processor class method) from_question_encoder_generator_configs() (transformers.RagConfig class method) from_str() (transformers.pipelines.PipelineDataFormat static method) from_text_vision_configs() (transformers.CLIPConfig class method) FSMTConfig (class in transformers) FSMTForConditionalGeneration (class in transformers) FSMTModel (class in transformers) FSMTTokenizer (class in transformers) FunnelBaseModel (class in transformers) FunnelConfig (class in transformers) FunnelForMaskedLM (class in transformers) FunnelForMultipleChoice (class in transformers) FunnelForPreTraining (class in transformers) FunnelForPreTrainingOutput (class in transformers.models.funnel.modeling_funnel) FunnelForQuestionAnswering (class in transformers) FunnelForSequenceClassification (class in transformers) FunnelForTokenClassification (class in transformers) FunnelModel (class in transformers) FunnelTokenizer (class in transformers) FunnelTokenizerFast (class in transformers)

G

gather_pre_entities() (transformers.TokenClassificationPipeline method) generate() (transformers.generation_flax_utils.FlaxGenerationMixin method) (transformers.generation_tf_utils.TFGenerationMixin method) (transformers.generation_utils.GenerationMixin method) (transformers.RagSequenceForGeneration method) (transformers.RagTokenForGeneration method) (transformers.TFRagSequenceForGeneration method) (transformers.TFRagTokenForGeneration method) GenerationMixin (class in transformers.generation_utils) get_added_vocab() (transformers.PreTrainedTokenizer method) (transformers.PreTrainedTokenizerFast method) get_bias() (transformers.TFPreTrainedModel method) get_config_dict() (transformers.PretrainedConfig class method) get_constant_schedule() (in module transformers) get_constant_schedule_with_warmup() (in module transformers) get_cosine_schedule_with_warmup() (in module transformers) get_cosine_with_hard_restarts_schedule_with_warmup() (in module transformers) get_dev_examples() (transformers.data.processors.squad.SquadProcessor method) (transformers.data.processors.utils.DataProcessor method) get_eval_dataloader() (transformers.Trainer method) get_eval_tfdataset() (transformers.TFTrainer method) get_example_from_tensor_dict() (transformers.data.processors.utils.DataProcessor method) get_examples_from_dataset() (transformers.data.processors.squad.SquadProcessor method) get_extended_attention_mask() (transformers.modeling_utils.ModuleUtilsMixin method) get_head_mask() (transformers.modeling_utils.ModuleUtilsMixin method) get_image_features() (transformers.CLIPModel method) (transformers.FlaxCLIPModel method) get_initializer() (in module transformers.modeling_tf_utils) get_input_embeddings() (transformers.LayoutLMForMaskedLM method) (transformers.LayoutLMForSequenceClassification method) (transformers.LayoutLMForTokenClassification method) (transformers.LayoutLMModel method) (transformers.LayoutLMv2ForQuestionAnswering method) (transformers.LayoutLMv2ForSequenceClassification method) (transformers.LayoutLMv2ForTokenClassification method) (transformers.MBartModel method) (transformers.PreTrainedModel method) (transformers.SqueezeBertModel method) (transformers.TFPreTrainedModel method) get_labels() (transformers.data.processors.utils.DataProcessor method) get_linear_schedule_with_warmup() (in module transformers) get_lm_head() (transformers.TFLayoutLMForMaskedLM method) (transformers.TFPreTrainedModel method) get_logger() (in module transformers.logging) get_output_embeddings() (transformers.LayoutLMForMaskedLM method) (transformers.MBartForConditionalGeneration method) (transformers.PreTrainedModel method) (transformers.SqueezeBertForMaskedLM method) (transformers.TFPreTrainedModel method) get_output_layer_with_bias() (transformers.TFPreTrainedModel method) get_polynomial_decay_schedule_with_warmup() (in module transformers) get_prefix_bias_name() (transformers.TFLayoutLMForMaskedLM method) (transformers.TFPreTrainedModel method) get_process_log_level() (transformers.TrainingArguments method) get_scheduler() (in module transformers) get_special_tokens_mask() (transformers.AlbertTokenizer method) (transformers.BarthezTokenizer method) (transformers.BartphoTokenizer method) (transformers.BertTokenizer method) (transformers.BertweetTokenizer method) (transformers.BigBirdTokenizer method) (transformers.BigBirdTokenizerFast method) (transformers.BlenderbotSmallTokenizer method) (transformers.CamembertTokenizer method) (transformers.CanineTokenizer method) (transformers.CLIPTokenizer method) (transformers.ConvBertTokenizer method) (transformers.DebertaTokenizer method) (transformers.DebertaV2Tokenizer method) (transformers.FNetTokenizer method) (transformers.FSMTTokenizer method) (transformers.FunnelTokenizer method) (transformers.HerbertTokenizerFast method) (transformers.LEDTokenizer method) (transformers.M2M100Tokenizer method) (transformers.MBart50Tokenizer method) (transformers.MPNetTokenizer method) (transformers.PegasusTokenizer method) (transformers.PegasusTokenizerFast method) (transformers.PhobertTokenizer method) (transformers.PreTrainedTokenizer method) (transformers.ProphetNetTokenizer method) (transformers.RemBertTokenizer method) (transformers.RemBertTokenizerFast method) (transformers.RobertaTokenizer method) (transformers.RoFormerTokenizer method) (transformers.Speech2TextTokenizer method) (transformers.SplinterTokenizer method) (transformers.SqueezeBertTokenizer method) (transformers.T5Tokenizer method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.XLMProphetNetTokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method)

get_test_dataloader() (transformers.Trainer method) get_test_examples() (transformers.data.processors.utils.DataProcessor method) get_test_tfdataset() (transformers.TFTrainer method) get_text_features() (transformers.CLIPModel method) (transformers.FlaxCLIPModel method) get_train_dataloader() (transformers.Trainer method) get_train_examples() (transformers.data.processors.squad.SquadProcessor method) (transformers.data.processors.utils.DataProcessor method) get_train_tfdataset() (transformers.TFTrainer method) get_value() (transformers.deepspeed.HfDeepSpeedConfig method) get_verbosity() (in module transformers.logging) get_vocab() (transformers.BarthezTokenizer method) (transformers.BartphoTokenizer method) (transformers.BertweetTokenizer method) (transformers.MBart50Tokenizer method) (transformers.PegasusTokenizer method) (transformers.PhobertTokenizer method) (transformers.PreTrainedTokenizerFast method) (transformers.ProphetNetTokenizer method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.XLMProphetNetTokenizer method) get_warmup_steps() (transformers.TrainingArguments method) glue_convert_examples_to_features() (transformers.data.processors.glue method) GPT2Config (class in transformers) GPT2DoubleHeadsModel (class in transformers) GPT2DoubleHeadsModelOutput (class in transformers.models.gpt2.modeling_gpt2) GPT2ForSequenceClassification (class in transformers) GPT2ForTokenClassification (class in transformers) GPT2LMHeadModel (class in transformers) GPT2Model (class in transformers) GPT2Tokenizer (class in transformers) GPT2TokenizerFast (class in transformers) GPTJConfig (class in transformers) GPTJForCausalLM (class in transformers) GPTJForSequenceClassification (class in transformers) GPTJModel (class in transformers) GPTNeoConfig (class in transformers) GPTNeoForCausalLM (class in transformers) GPTNeoForSequenceClassification (class in transformers) GPTNeoModel (class in transformers) gradient_checkpointing_disable() (transformers.PreTrainedModel method) gradient_checkpointing_enable() (transformers.PreTrainedModel method) GradientAccumulator (class in transformers) greedy_search() (transformers.generation_utils.GenerationMixin method) GreedySearchDecoderOnlyOutput (class in transformers.generation_utils) GreedySearchEncoderDecoderOutput (class in transformers.generation_utils) group_beam_search() (transformers.generation_utils.GenerationMixin method) group_entities() (transformers.TokenClassificationPipeline method) group_sub_entities() (transformers.TokenClassificationPipeline method)

H

HammingDiversityLogitsProcessor (class in transformers) HerbertTokenizer (class in transformers) HerbertTokenizerFast (class in transformers) HfArgumentParser (class in transformers) HfDeepSpeedConfig (class in transformers.deepspeed)

HubertConfig (class in transformers) HubertForCTC (class in transformers) HubertForSequenceClassification (class in transformers) HubertModel (class in transformers) hyperparameter_search() (transformers.Trainer method)

I

IBertConfig (class in transformers) IBertForMaskedLM (class in transformers) IBertForMultipleChoice (class in transformers) IBertForQuestionAnswering (class in transformers) IBertForSequenceClassification (class in transformers) IBertForTokenClassification (class in transformers) IBertModel (class in transformers) ImageClassificationPipeline (class in transformers) ImageFeatureExtractionMixin (class in transformers.image_utils) ImageSegmentationPipeline (class in transformers) InfNanRemoveLogitsProcessor (class in transformers) init_git_repo() (transformers.Trainer method) init_retrieval() (transformers.RagRetriever method)

init_weights() (transformers.PreTrainedModel method) InputExample (class in transformers.data.processors.utils) InputFeatures (class in transformers.data.processors.utils) IntervalStrategy (class in transformers) invert_attention_mask() (transformers.modeling_utils.ModuleUtilsMixin method) is_false() (transformers.deepspeed.HfDeepSpeedConfig method) is_fast() (transformers.BatchEncoding property) is_gradient_checkpointing() (transformers.PreTrainedModel property) is_local_process_zero() (transformers.Trainer method) is_true() (transformers.deepspeed.HfDeepSpeedConfig method) is_world_process_zero() (transformers.Trainer method) items() (transformers.BatchEncoding method) (transformers.BatchFeature method)

J

JsonPipelineDataFormat (class in transformers.pipelines)

K

keras_serializable() (in module transformers.modeling_tf_utils)

keys() (transformers.BatchEncoding method) (transformers.BatchFeature method)

L

LayoutLMConfig (class in transformers) LayoutLMForMaskedLM (class in transformers) LayoutLMForSequenceClassification (class in transformers) LayoutLMForTokenClassification (class in transformers) LayoutLMModel (class in transformers) LayoutLMTokenizer (class in transformers) LayoutLMTokenizerFast (class in transformers) LayoutLMv2Config (class in transformers) LayoutLMv2FeatureExtractor (class in transformers) LayoutLMv2ForQuestionAnswering (class in transformers) LayoutLMv2ForSequenceClassification (class in transformers) LayoutLMv2ForTokenClassification (class in transformers) LayoutLMv2Model (class in transformers) LayoutLMv2Processor (class in transformers) LayoutLMv2Tokenizer (class in transformers) LayoutLMv2TokenizerFast (class in transformers) LEDConfig (class in transformers) LEDEncoderBaseModelOutput (class in transformers.models.led.modeling_led) LEDForConditionalGeneration (class in transformers) LEDForQuestionAnswering (class in transformers) LEDForSequenceClassification (class in transformers) LEDModel (class in transformers) LEDSeq2SeqLMOutput (class in transformers.models.led.modeling_led) LEDSeq2SeqModelOutput (class in transformers.models.led.modeling_led) LEDSeq2SeqQuestionAnsweringModelOutput (class in transformers.models.led.modeling_led) LEDSeq2SeqSequenceClassifierOutput (class in transformers.models.led.modeling_led) LEDTokenizer (class in transformers) LEDTokenizerFast (class in transformers) load_from_json() (transformers.TrainerState class method) local_process_index() (transformers.TrainingArguments property) log() (transformers.TFTrainer method) (transformers.Trainer method) log_metrics() (transformers.Trainer method)

LogitsProcessor (class in transformers) LogitsProcessorList (class in transformers) LogitsWarper (class in transformers) LongformerBaseModelOutput (class in transformers.models.longformer.modeling_longformer) LongformerBaseModelOutputWithPooling (class in transformers.models.longformer.modeling_longformer) LongformerConfig (class in transformers) LongformerForMaskedLM (class in transformers) LongformerForMultipleChoice (class in transformers) LongformerForQuestionAnswering (class in transformers) LongformerForSequenceClassification (class in transformers) LongformerForTokenClassification (class in transformers) LongformerMaskedLMOutput (class in transformers.models.longformer.modeling_longformer) LongformerModel (class in transformers) LongformerMultipleChoiceModelOutput (class in transformers.models.longformer.modeling_longformer) LongformerQuestionAnsweringModelOutput (class in transformers.models.longformer.modeling_longformer) LongformerSequenceClassifierOutput (class in transformers.models.longformer.modeling_longformer) LongformerTokenClassifierOutput (class in transformers.models.longformer.modeling_longformer) LongformerTokenizer (class in transformers) LongformerTokenizerFast (class in transformers) LukeConfig (class in transformers) LukeForEntityClassification (class in transformers) LukeForEntityPairClassification (class in transformers) LukeForEntitySpanClassification (class in transformers) LukeModel (class in transformers) LukeTokenizer (class in transformers) LxmertConfig (class in transformers) LxmertForPreTraining (class in transformers) LxmertForPreTrainingOutput (class in transformers.models.lxmert.modeling_lxmert) LxmertForQuestionAnswering (class in transformers) LxmertForQuestionAnsweringOutput (class in transformers.models.lxmert.modeling_lxmert) LxmertModel (class in transformers) LxmertModelOutput (class in transformers.models.lxmert.modeling_lxmert) LxmertTokenizer (class in transformers) LxmertTokenizerFast (class in transformers)

M

M2M100Config (class in transformers) M2M100ForConditionalGeneration (class in transformers) M2M100Model (class in transformers) M2M100Tokenizer (class in transformers) main_process_first() (transformers.TrainingArguments method) MarianConfig (class in transformers) MarianForCausalLM (class in transformers) MarianModel (class in transformers) MarianMTModel (class in transformers) MarianTokenizer (class in transformers) mask_token() (transformers.MPNetTokenizerFast property) (transformers.tokenization_utils_base.SpecialTokensMixin property) mask_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property) MaskedLMOutput (class in transformers.modeling_outputs) max_len_sentences_pair() (transformers.tokenization_utils_base.PreTrainedTokenizerBase property) max_len_single_sentence() (transformers.tokenization_utils_base.PreTrainedTokenizerBase property) MaxLengthCriteria (class in transformers) MaxTimeCriteria (class in transformers) MBart50Tokenizer (class in transformers) MBart50TokenizerFast (class in transformers) MBartConfig (class in transformers) MBartForCausalLM (class in transformers) MBartForConditionalGeneration (class in transformers) MBartForQuestionAnswering (class in transformers) MBartForSequenceClassification (class in transformers) MBartModel (class in transformers) MBartTokenizer (class in transformers) MBartTokenizerFast (class in transformers) MegatronBertConfig (class in transformers) MegatronBertForCausalLM (class in transformers) MegatronBertForMaskedLM (class in transformers) MegatronBertForMultipleChoice (class in transformers) MegatronBertForNextSentencePrediction (class in transformers) MegatronBertForPreTraining (class in transformers) MegatronBertForQuestionAnswering (class in transformers)

MegatronBertForSequenceClassification (class in transformers) MegatronBertForTokenClassification (class in transformers) MegatronBertModel (class in transformers) metrics_format() (transformers.Trainer method) MinLengthLogitsProcessor (class in transformers) MLflowCallback (class in transformers.integrations) MobileBertConfig (class in transformers) MobileBertForMaskedLM (class in transformers) MobileBertForMultipleChoice (class in transformers) MobileBertForNextSentencePrediction (class in transformers) MobileBertForPreTraining (class in transformers) MobileBertForPreTrainingOutput (class in transformers.models.mobilebert.modeling_mobilebert) MobileBertForQuestionAnswering (class in transformers) MobileBertForSequenceClassification (class in transformers) MobileBertForTokenClassification (class in transformers) MobileBertModel (class in transformers) MobileBertTokenizer (class in transformers) MobileBertTokenizerFast (class in transformers) ModelOutput (class in transformers.file_utils) ModuleUtilsMixin (class in transformers.modeling_utils) MPNetConfig (class in transformers) MPNetForMaskedLM (class in transformers) MPNetForMultipleChoice (class in transformers) MPNetForQuestionAnswering (class in transformers) MPNetForSequenceClassification (class in transformers) MPNetForTokenClassification (class in transformers) MPNetModel (class in transformers) MPNetTokenizer (class in transformers) MPNetTokenizerFast (class in transformers) MT5Config (class in transformers) MT5EncoderModel (class in transformers) MT5ForConditionalGeneration (class in transformers) MT5Model (class in transformers) MT5Tokenizer (in module transformers) MT5TokenizerFast (in module transformers) MultipleChoiceModelOutput (class in transformers.modeling_outputs)

N

n_gpu() (transformers.TFTrainingArguments property) (transformers.TrainingArguments property) n_replicas() (transformers.TFTrainingArguments property) n_sequences() (transformers.BatchEncoding property) NerPipeline (in module transformers) NextSentencePredictorOutput (class in transformers.modeling_outputs) NoBadWordsLogitsProcessor (class in transformers) NoRepeatNGramLogitsProcessor (class in transformers) normalize() (transformers.image_utils.ImageFeatureExtractionMixin method) normalizeToken() (transformers.BertweetTokenizer method)

normalizeTweet() (transformers.BertweetTokenizer method) num_examples() (transformers.Trainer method) num_labels() (transformers.PretrainedConfig property) num_parameters() (transformers.modeling_tf_utils.TFModelUtilsMixin method) (transformers.modeling_utils.ModuleUtilsMixin method) num_special_tokens_to_add() (transformers.PegasusTokenizer method) (transformers.PreTrainedTokenizer method) (transformers.PreTrainedTokenizerFast method) numpy_mask_tokens() (transformers.data.data_collator.DataCollatorForLanguageModeling method) (transformers.data.data_collator.DataCollatorForPermutationLanguageModeling method) (transformers.data.data_collator.DataCollatorForWholeWordMask method)

O

ObjectDetectionPipeline (class in transformers) on_epoch_begin() (transformers.TrainerCallback method) on_epoch_end() (transformers.TrainerCallback method) on_evaluate() (transformers.TrainerCallback method) on_init_end() (transformers.TrainerCallback method) on_log() (transformers.TrainerCallback method) on_prediction_step() (transformers.TrainerCallback method) on_save() (transformers.TrainerCallback method) on_step_begin() (transformers.TrainerCallback method) on_step_end() (transformers.TrainerCallback method)

on_substep_end() (transformers.TrainerCallback method) on_train_begin() (transformers.TrainerCallback method) on_train_end() (transformers.TrainerCallback method) OpenAIGPTConfig (class in transformers) OpenAIGPTDoubleHeadsModel (class in transformers) OpenAIGPTDoubleHeadsModelOutput (class in transformers.models.openai.modeling_openai) OpenAIGPTForSequenceClassification (class in transformers) OpenAIGPTLMHeadModel (class in transformers) OpenAIGPTModel (class in transformers) OpenAIGPTTokenizer (class in transformers) OpenAIGPTTokenizerFast (class in transformers)

P

pad() (transformers.SequenceFeatureExtractor method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.Wav2Vec2Processor method) pad_and_create_pixel_mask() (transformers.DetrFeatureExtractor method) pad_token() (transformers.tokenization_utils_base.SpecialTokensMixin property) pad_token_id() (transformers.CLIPTokenizerFast property) (transformers.tokenization_utils_base.SpecialTokensMixin property) pad_token_type_id() (transformers.tokenization_utils_base.SpecialTokensMixin property) PaddingStrategy (class in transformers.file_utils) parallel_mode() (transformers.TrainingArguments property) parallelize() (transformers.GPT2LMHeadModel method) (transformers.GPT2Model method) (transformers.T5EncoderModel method) (transformers.T5ForConditionalGeneration method) (transformers.T5Model method) PegasusConfig (class in transformers) PegasusForCausalLM (class in transformers) PegasusForConditionalGeneration (class in transformers) PegasusModel (class in transformers) PegasusTokenizer (class in transformers) PegasusTokenizerFast (class in transformers) PhobertTokenizer (class in transformers) PipedPipelineDataFormat (class in transformers.pipelines) Pipeline (class in transformers) pipeline() (in module transformers) PipelineDataFormat (class in transformers.pipelines) PipelineException (class in transformers.pipelines) place_model_on_device() (transformers.TrainingArguments property) PoolerAnswerClass (class in transformers.modeling_utils) PoolerEndLogits (class in transformers.modeling_utils) PoolerStartLogits (class in transformers.modeling_utils) pop_callback() (transformers.Trainer method) post_process() (transformers.DetrFeatureExtractor method) post_process_panoptic() (transformers.DetrFeatureExtractor method) post_process_segmentation() (transformers.DetrFeatureExtractor method) postprocess() (transformers.AudioClassificationPipeline method) (transformers.AutomaticSpeechRecognitionPipeline method) (transformers.ConversationalPipeline method) (transformers.FeatureExtractionPipeline method) (transformers.FillMaskPipeline method) (transformers.ImageClassificationPipeline method) (transformers.ImageSegmentationPipeline method) (transformers.ObjectDetectionPipeline method) (transformers.Pipeline method) (transformers.QuestionAnsweringPipeline method) (transformers.Text2TextGenerationPipeline method) (transformers.TextClassificationPipeline method) (transformers.TextGenerationPipeline method) (transformers.TokenClassificationPipeline method) (transformers.ZeroShotClassificationPipeline method) postprocess_docs() (transformers.RagRetriever method) predict() (transformers.Pipeline method) (transformers.Seq2SeqTrainer method) (transformers.TFTrainer method) (transformers.Trainer method) prediction_loop() (transformers.TFTrainer method) (transformers.Trainer method) prediction_step() (transformers.TFTrainer method) (transformers.Trainer method) PrefixConstrainedLogitsProcessor (class in transformers)

prepare_for_model() (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) prepare_for_tokenization() (transformers.PreTrainedTokenizer method) prepare_inputs_for_generation() (transformers.generation_tf_utils.TFGenerationMixin method) (transformers.generation_utils.GenerationMixin method) (transformers.MBartForConditionalGeneration method) prepare_seq2seq_batch() (transformers.MBart50Tokenizer method) (transformers.MBart50TokenizerFast method) (transformers.MBartTokenizerFast method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) preprocess() (transformers.AudioClassificationPipeline method) (transformers.AutomaticSpeechRecognitionPipeline method) (transformers.ConversationalPipeline method) (transformers.FeatureExtractionPipeline method) (transformers.FillMaskPipeline method) (transformers.ImageClassificationPipeline method) (transformers.ImageSegmentationPipeline method) (transformers.ObjectDetectionPipeline method) (transformers.Pipeline method) (transformers.QuestionAnsweringPipeline method) (transformers.Text2TextGenerationPipeline method) (transformers.TextClassificationPipeline method) (transformers.TextGenerationPipeline method) (transformers.TokenClassificationPipeline method) (transformers.TranslationPipeline method) (transformers.ZeroShotClassificationPipeline method) PretrainedConfig (class in transformers) PreTrainedModel (class in transformers) PreTrainedTokenizer (class in transformers) PreTrainedTokenizerBase (class in transformers.tokenization_utils_base) PreTrainedTokenizerFast (class in transformers) PrinterCallback (class in transformers) process() (transformers.BeamScorer method) (transformers.BeamSearchScorer method) process_index() (transformers.TrainingArguments property) ProgressCallback (class in transformers) ProphetNetConfig (class in transformers) ProphetNetDecoder (class in transformers) ProphetNetDecoderLMOutput (class in transformers.models.prophetnet.modeling_prophetnet) ProphetNetDecoderModelOutput (class in transformers.models.prophetnet.modeling_prophetnet) ProphetNetEncoder (class in transformers) ProphetNetForCausalLM (class in transformers) ProphetNetForConditionalGeneration (class in transformers) ProphetNetModel (class in transformers) ProphetNetSeq2SeqLMOutput (class in transformers.models.prophetnet.modeling_prophetnet) ProphetNetSeq2SeqModelOutput (class in transformers.models.prophetnet.modeling_prophetnet) ProphetNetTokenizer (class in transformers) prune_conv1d_layer() (in module transformers.modeling_utils) prune_heads() (transformers.PreTrainedModel method) (transformers.TFPreTrainedModel method) prune_layer() (in module transformers.modeling_utils) prune_linear_layer() (in module transformers.modeling_utils) push_to_hub() (transformers.file_utils.PushToHubMixin method) (transformers.FlaxPreTrainedModel method) (transformers.PretrainedConfig method) (transformers.PreTrainedModel method) (transformers.TFPreTrainedModel method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.Trainer method) PushToHubCallback (class in transformers.keras_callbacks) PushToHubMixin (class in transformers.file_utils)

Q

question_token_id() (transformers.SplinterTokenizerFast property) QuestionAnsweringArgumentHandler (class in transformers.pipelines)

QuestionAnsweringModelOutput (class in transformers.modeling_outputs) QuestionAnsweringPipeline (class in transformers)

R

RagConfig (class in transformers) RagModel (class in transformers) RagRetriever (class in transformers) RagSequenceForGeneration (class in transformers) RagTokenForGeneration (class in transformers) RagTokenizer (class in transformers) ReformerConfig (class in transformers) ReformerForMaskedLM (class in transformers) ReformerForQuestionAnswering (class in transformers) ReformerForSequenceClassification (class in transformers) ReformerModel (class in transformers) ReformerModelWithLMHead (class in transformers) ReformerTokenizer (class in transformers) ReformerTokenizerFast (class in transformers) register() (transformers.AutoConfig static method) (transformers.AutoTokenizer method) RemBertConfig (class in transformers) RemBertForCausalLM (class in transformers) RemBertForMaskedLM (class in transformers) RemBertForMultipleChoice (class in transformers) RemBertForQuestionAnswering (class in transformers) RemBertForSequenceClassification (class in transformers) RemBertForTokenClassification (class in transformers) RemBertModel (class in transformers) RemBertTokenizer (class in transformers) RemBertTokenizerFast (class in transformers) remove_callback() (transformers.Trainer method) RepetitionPenaltyLogitsProcessor (class in transformers) replace() (transformers.generation_flax_utils.FlaxGreedySearchOutput method) (transformers.generation_flax_utils.FlaxSampleOutput method) (transformers.models.bert.modeling_flax_bert.FlaxBertForPreTrainingOutput method) (transformers.models.wav2vec2.modeling_flax_wav2vec2.FlaxWav2Vec2BaseModelOutput method) (transformers.models.wav2vec2.modeling_flax_wav2vec2.FlaxWav2Vec2ForPreTrainingOutput method) replace_return_docstrings() (in module transformers.file_utils) reset_format() (in module transformers.logging)

reset_memory_hooks_state() (transformers.modeling_utils.ModuleUtilsMixin method) resize() (transformers.CLIPFeatureExtractor method) (transformers.image_utils.ImageFeatureExtractionMixin method) resize_token_embeddings() (transformers.MBartForConditionalGeneration method) (transformers.PreTrainedModel method) (transformers.TFPreTrainedModel method) RetriBertConfig (class in transformers) RetriBertModel (class in transformers) RetriBertTokenizer (class in transformers) RetriBertTokenizerFast (class in transformers) RetrievAugLMMarginOutput (class in transformers.models.rag.modeling_rag) RetrievAugLMOutput (class in transformers.models.rag.modeling_rag) retrieve() (transformers.RagRetriever method) RobertaConfig (class in transformers) RobertaForCausalLM (class in transformers) RobertaForMaskedLM (class in transformers) RobertaForMultipleChoice (class in transformers) RobertaForQuestionAnswering (class in transformers) RobertaForSequenceClassification (class in transformers) RobertaForTokenClassification (class in transformers) RobertaModel (class in transformers) RobertaTokenizer (class in transformers) RobertaTokenizerFast (class in transformers) RoFormerConfig (class in transformers) RoFormerForCausalLM (class in transformers) RoFormerForMaskedLM (class in transformers) RoFormerForMultipleChoice (class in transformers) RoFormerForQuestionAnswering (class in transformers) RoFormerForSequenceClassification (class in transformers) RoFormerForTokenClassification (class in transformers) RoFormerModel (class in transformers) RoFormerTokenizer (class in transformers) RoFormerTokenizerFast (class in transformers) run_model() (transformers.TFTrainer method) run_single() (transformers.TextClassificationPipeline method)

S

sample() (transformers.generation_utils.GenerationMixin method) SampleDecoderOnlyOutput (class in transformers.generation_utils) SampleEncoderDecoderOutput (class in transformers.generation_utils) sanitize_special_tokens() (transformers.tokenization_utils_base.SpecialTokensMixin method) save() (transformers.pipelines.CsvPipelineDataFormat method) (transformers.pipelines.JsonPipelineDataFormat method) (transformers.pipelines.PipedPipelineDataFormat method) (transformers.pipelines.PipelineDataFormat method) save_binary() (transformers.pipelines.PipedPipelineDataFormat method) (transformers.pipelines.PipelineDataFormat method) save_metrics() (transformers.Trainer method) save_model() (transformers.TFTrainer method) (transformers.Trainer method) save_pretrained() (transformers.CLIPProcessor method) (transformers.feature_extraction_utils.FeatureExtractionMixin method) (transformers.FlaxPreTrainedModel method) (transformers.Pipeline method) (transformers.PretrainedConfig method) (transformers.PreTrainedModel method) (transformers.Speech2Text2Processor method) (transformers.Speech2TextProcessor method) (transformers.TFPreTrainedModel method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.TrOCRProcessor method) (transformers.Wav2Vec2Processor method) save_state() (transformers.Trainer method) save_to_json() (transformers.TrainerState method) save_vocabulary() (transformers.AlbertTokenizer method) (transformers.AlbertTokenizerFast method) (transformers.BarthezTokenizer method) (transformers.BarthezTokenizerFast method) (transformers.BartphoTokenizer method) (transformers.BertGenerationTokenizer method) (transformers.BertTokenizer method) (transformers.BertTokenizerFast method) (transformers.BertweetTokenizer method) (transformers.BigBirdTokenizer method) (transformers.BigBirdTokenizerFast method) (transformers.BlenderbotSmallTokenizer method) (transformers.CamembertTokenizer method) (transformers.CamembertTokenizerFast method) (transformers.CLIPTokenizer method) (transformers.CLIPTokenizerFast method) (transformers.ConvBertTokenizer method) (transformers.CTRLTokenizer method) (transformers.DebertaTokenizer method) (transformers.DebertaV2Tokenizer method) (transformers.FNetTokenizer method) (transformers.FNetTokenizerFast method) (transformers.FSMTTokenizer method) (transformers.FunnelTokenizer method) (transformers.GPT2Tokenizer method) (transformers.GPT2TokenizerFast method) (transformers.HerbertTokenizerFast method) (transformers.LayoutLMv2Tokenizer method) (transformers.LEDTokenizer method) (transformers.LukeTokenizer method) (transformers.M2M100Tokenizer method) (transformers.MBart50Tokenizer method) (transformers.MBart50TokenizerFast method) (transformers.MPNetTokenizer method) (transformers.MPNetTokenizerFast method) (transformers.OpenAIGPTTokenizer method) (transformers.OpenAIGPTTokenizerFast method) (transformers.PegasusTokenizer method) (transformers.PegasusTokenizerFast method) (transformers.PhobertTokenizer method) (transformers.ProphetNetTokenizer method) (transformers.ReformerTokenizer method) (transformers.ReformerTokenizerFast method) (transformers.RemBertTokenizer method) (transformers.RemBertTokenizerFast method) (transformers.RobertaTokenizer method) (transformers.RoFormerTokenizer method) (transformers.Speech2Text2Tokenizer method) (transformers.Speech2TextTokenizer method) (transformers.SplinterTokenizer method) (transformers.SplinterTokenizerFast method) (transformers.SqueezeBertTokenizer method) (transformers.T5Tokenizer method) (transformers.T5TokenizerFast method) (transformers.TapasTokenizer method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) (transformers.TransfoXLTokenizer method) (transformers.Wav2Vec2CTCTokenizer method) (transformers.XLMProphetNetTokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMRobertaTokenizerFast method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method) (transformers.XLNetTokenizerFast method) SchedulerType (class in transformers) SegformerConfig (class in transformers) SegformerDecodeHead (class in transformers) SegformerFeatureExtractor (class in transformers) SegformerForImageClassification (class in transformers) SegformerForSemanticSegmentation (class in transformers) SegformerModel (class in transformers) sep_token() (transformers.tokenization_utils_base.SpecialTokensMixin property) sep_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property) Seq2SeqLMOutput (class in transformers.modeling_outputs) Seq2SeqModelOutput (class in transformers.modeling_outputs) Seq2SeqQuestionAnsweringModelOutput (class in transformers.modeling_outputs) Seq2SeqSequenceClassifierOutput (class in transformers.modeling_outputs) Seq2SeqTrainer (class in transformers) Seq2SeqTrainingArguments (class in transformers) sequence_ids() (transformers.BatchEncoding method) SequenceClassifierOutput (class in transformers.modeling_outputs) SequenceFeatureExtractor (class in transformers) SequenceSummary (class in transformers.modeling_utils) serving() (transformers.TFPreTrainedModel method) serving_output() (transformers.TFLayoutLMForMaskedLM method) (transformers.TFLayoutLMForSequenceClassification method) (transformers.TFLayoutLMForTokenClassification method) (transformers.TFLayoutLMModel method) (transformers.TFPreTrainedModel method) set_bias() (transformers.TFPreTrainedModel method) set_input_embeddings() (transformers.LayoutLMModel method) (transformers.MBartModel method) (transformers.PreTrainedModel method) (transformers.SqueezeBertModel method) (transformers.TFPreTrainedModel method)

set_output_embeddings() (transformers.TFPreTrainedModel method) set_seed() (in module transformers) set_src_lang_special_tokens() (transformers.MBart50Tokenizer method) (transformers.MBart50TokenizerFast method) (transformers.MBartTokenizerFast method) set_tgt_lang_special_tokens() (transformers.MBart50Tokenizer method) (transformers.MBart50TokenizerFast method) (transformers.MBartTokenizerFast method) set_truncation_and_padding() (transformers.PreTrainedTokenizerFast method) set_verbosity() (in module transformers.logging) set_verbosity_debug() (in module transformers.logging) set_verbosity_error() (in module transformers.logging) set_verbosity_info() (in module transformers.logging) set_verbosity_warning() (in module transformers.logging) setup() (transformers.integrations.CometCallback method) (transformers.integrations.MLflowCallback method) (transformers.integrations.WandbCallback method) setup_comet() (transformers.TFTrainer method) setup_wandb() (transformers.TFTrainer method) SEWConfig (class in transformers) SEWDConfig (class in transformers) SEWDForCTC (class in transformers) SEWDForSequenceClassification (class in transformers) SEWDModel (class in transformers) SEWForCTC (class in transformers) SEWForSequenceClassification (class in transformers) SEWModel (class in transformers) shape_list() (in module transformers.modeling_tf_utils) should_log() (transformers.TrainingArguments property) should_save() (transformers.TrainingArguments property) slow_tokenizer_class (transformers.AlbertTokenizerFast attribute) (transformers.BarthezTokenizerFast attribute) (transformers.BartTokenizerFast attribute) (transformers.BertTokenizerFast attribute) (transformers.BigBirdTokenizerFast attribute) (transformers.BlenderbotSmallTokenizerFast attribute) (transformers.CamembertTokenizerFast attribute) (transformers.CLIPTokenizerFast attribute) (transformers.ConvBertTokenizerFast attribute) (transformers.DistilBertTokenizerFast attribute) (transformers.DPRContextEncoderTokenizerFast attribute) (transformers.DPRQuestionEncoderTokenizerFast attribute) (transformers.DPRReaderTokenizerFast attribute) (transformers.ElectraTokenizerFast attribute) (transformers.FNetTokenizerFast attribute) (transformers.FunnelTokenizerFast attribute) (transformers.GPT2TokenizerFast attribute) (transformers.HerbertTokenizerFast attribute) (transformers.LayoutLMTokenizerFast attribute) (transformers.LEDTokenizerFast attribute) (transformers.LongformerTokenizerFast attribute) (transformers.LxmertTokenizerFast attribute) (transformers.MBart50TokenizerFast attribute) (transformers.MBartTokenizerFast attribute) (transformers.MobileBertTokenizerFast attribute) (transformers.MPNetTokenizerFast attribute) (transformers.OpenAIGPTTokenizerFast attribute) (transformers.PegasusTokenizerFast attribute) (transformers.ReformerTokenizerFast attribute) (transformers.RetriBertTokenizerFast attribute) (transformers.SplinterTokenizerFast attribute) (transformers.SqueezeBertTokenizerFast attribute) (transformers.T5TokenizerFast attribute) (transformers.XLMRobertaTokenizerFast attribute) (transformers.XLNetTokenizerFast attribute) sp_model (transformers.AlbertTokenizer attribute) (transformers.BarthezTokenizer attribute) (transformers.BartphoTokenizer attribute) (transformers.CamembertTokenizer attribute) (transformers.FNetTokenizer attribute) (transformers.RemBertTokenizer attribute) (transformers.T5Tokenizer attribute) (transformers.XLMProphetNetTokenizer attribute) (transformers.XLMRobertaTokenizer attribute) (transformers.XLNetTokenizer attribute) (transformers.XLNetTokenizerFast attribute) span_to_answer() (transformers.QuestionAnsweringPipeline method) special_tokens_map() (transformers.tokenization_utils_base.SpecialTokensMixin property) special_tokens_map_extended() (transformers.tokenization_utils_base.SpecialTokensMixin property) SpecialTokensMixin (class in transformers.tokenization_utils_base) Speech2Text2Config (class in transformers) Speech2Text2ForCausalLM (class in transformers) Speech2Text2Processor (class in transformers) Speech2Text2Tokenizer (class in transformers) Speech2TextConfig (class in transformers) Speech2TextFeatureExtractor (class in transformers) Speech2TextForConditionalGeneration (class in transformers) Speech2TextModel (class in transformers) Speech2TextProcessor (class in transformers) Speech2TextTokenizer (class in transformers) SpeechEncoderDecoderConfig (class in transformers) SpeechEncoderDecoderModel (class in transformers) SplinterConfig (class in transformers) SplinterForQuestionAnswering (class in transformers) SplinterModel (class in transformers) SplinterTokenizer (class in transformers) SplinterTokenizerFast (class in transformers) squad_convert_examples_to_features() (transformers.data.processors.squad method) SQuADHead (class in transformers.modeling_utils) SquadHeadOutput (class in transformers.modeling_utils) SquadProcessor (class in transformers.data.processors.squad) SqueezeBertConfig (class in transformers) SqueezeBertForMaskedLM (class in transformers) SqueezeBertForMultipleChoice (class in transformers) SqueezeBertForQuestionAnswering (class in transformers) SqueezeBertForSequenceClassification (class in transformers) SqueezeBertForTokenClassification (class in transformers) SqueezeBertModel (class in transformers) SqueezeBertTokenizer (class in transformers) SqueezeBertTokenizerFast (class in transformers) step() (transformers.AdamW method) StoppingCriteria (class in transformers) StoppingCriteriaList (class in transformers) strategy() (transformers.TFTrainingArguments property) SummarizationPipeline (class in transformers)

T

T5Config (class in transformers) T5EncoderModel (class in transformers) T5ForConditionalGeneration (class in transformers) T5Model (class in transformers) T5Tokenizer (class in transformers) T5TokenizerFast (class in transformers) TableQuestionAnsweringOutput (class in transformers.models.tapas.modeling_tapas) TableQuestionAnsweringPipeline (class in transformers) TapasConfig (class in transformers) TapasForMaskedLM (class in transformers) TapasForQuestionAnswering (class in transformers) TapasForSequenceClassification (class in transformers) TapasModel (class in transformers) TapasTokenizer (class in transformers) TemperatureLogitsWarper (class in transformers) TensorBoardCallback (class in transformers.integrations) TensorType (class in transformers.file_utils) test_step() (transformers.TFPreTrainedModel method) Text2TextGenerationPipeline (class in transformers) TextClassificationPipeline (class in transformers) TextGenerationPipeline (class in transformers) tf_mask_tokens() (transformers.data.data_collator.DataCollatorForLanguageModeling method) (transformers.data.data_collator.DataCollatorForPermutationLanguageModeling method) (transformers.data.data_collator.DataCollatorForWholeWordMask method) tf_top_k_top_p_filtering() (in module transformers) TFAdaptiveEmbedding (class in transformers) TFAlbertForMaskedLM (class in transformers) TFAlbertForMultipleChoice (class in transformers) TFAlbertForPreTraining (class in transformers) TFAlbertForPreTrainingOutput (class in transformers.models.albert.modeling_tf_albert) TFAlbertForQuestionAnswering (class in transformers) TFAlbertForSequenceClassification (class in transformers) TFAlbertForTokenClassification (class in transformers) TFAlbertModel (class in transformers) TFAutoModel (class in transformers) TFAutoModelForCausalLM (class in transformers) TFAutoModelForMaskedLM (class in transformers) TFAutoModelForMultipleChoice (class in transformers) TFAutoModelForPreTraining (class in transformers) TFAutoModelForQuestionAnswering (class in transformers) TFAutoModelForSeq2SeqLM (class in transformers) TFAutoModelForSequenceClassification (class in transformers) TFAutoModelForTokenClassification (class in transformers) TFBartForConditionalGeneration (class in transformers) TFBartModel (class in transformers) TFBaseModelOutput (class in transformers.modeling_tf_outputs) TFBaseModelOutputWithPast (class in transformers.modeling_tf_outputs) TFBaseModelOutputWithPastAndCrossAttentions (class in transformers.modeling_tf_outputs) TFBaseModelOutputWithPooling (class in transformers.modeling_tf_outputs) TFBaseModelOutputWithPoolingAndCrossAttentions (class in transformers.modeling_tf_outputs) TFBertForMaskedLM (class in transformers) TFBertForMultipleChoice (class in transformers) TFBertForNextSentencePrediction (class in transformers) TFBertForPreTraining (class in transformers) TFBertForPreTrainingOutput (class in transformers.models.bert.modeling_tf_bert) TFBertForQuestionAnswering (class in transformers) TFBertForSequenceClassification (class in transformers) TFBertForTokenClassification (class in transformers) TFBertLMHeadModel (class in transformers) TFBertModel (class in transformers) TFBlenderbotForConditionalGeneration (class in transformers) TFBlenderbotModel (class in transformers) TFBlenderbotSmallForConditionalGeneration (class in transformers) TFBlenderbotSmallModel (class in transformers) TFCamembertForMaskedLM (class in transformers) TFCamembertForMultipleChoice (class in transformers) TFCamembertForQuestionAnswering (class in transformers) TFCamembertForSequenceClassification (class in transformers) TFCamembertForTokenClassification (class in transformers) TFCamembertModel (class in transformers) TFCausalLanguageModelingLoss (class in transformers.modeling_tf_utils) TFCausalLMOutput (class in transformers.modeling_tf_outputs) TFCausalLMOutputWithCrossAttentions (class in transformers.modeling_tf_outputs) TFCausalLMOutputWithPast (class in transformers.modeling_tf_outputs) TFConv1D (class in transformers.modeling_tf_utils) TFConvBertForMaskedLM (class in transformers) TFConvBertForMultipleChoice (class in transformers) TFConvBertForQuestionAnswering (class in transformers) TFConvBertForSequenceClassification (class in transformers) TFConvBertForTokenClassification (class in transformers) TFConvBertModel (class in transformers) TFCTRLForSequenceClassification (class in transformers) TFCTRLLMHeadModel (class in transformers) TFCTRLModel (class in transformers) TFDebertaForMaskedLM (class in transformers) TFDebertaForQuestionAnswering (class in transformers) TFDebertaForSequenceClassification (class in transformers) TFDebertaForTokenClassification (class in transformers) TFDebertaModel (class in transformers) TFDebertaPreTrainedModel (class in transformers) TFDebertaV2ForMaskedLM (class in transformers) TFDebertaV2ForQuestionAnswering (class in transformers) TFDebertaV2ForSequenceClassification (class in transformers) TFDebertaV2ForTokenClassification (class in transformers) TFDebertaV2Model (class in transformers) TFDebertaV2PreTrainedModel (class in transformers) TFDistilBertForMaskedLM (class in transformers) TFDistilBertForMultipleChoice (class in transformers) TFDistilBertForQuestionAnswering (class in transformers) TFDistilBertForSequenceClassification (class in transformers) TFDistilBertForTokenClassification (class in transformers) TFDistilBertModel (class in transformers) TFDPRContextEncoder (class in transformers) TFDPRQuestionEncoder (class in transformers) TFDPRReader (class in transformers) tfds_map() (transformers.data.processors.utils.DataProcessor method) TFElectraForMaskedLM (class in transformers) TFElectraForMultipleChoice (class in transformers) TFElectraForPreTraining (class in transformers) TFElectraForPreTrainingOutput (class in transformers.models.electra.modeling_tf_electra) TFElectraForQuestionAnswering (class in transformers) TFElectraForSequenceClassification (class in transformers) TFElectraForTokenClassification (class in transformers) TFElectraModel (class in transformers) TFEncoderDecoderModel (class in transformers) TFFlaubertForMultipleChoice (class in transformers) TFFlaubertForQuestionAnsweringSimple (class in transformers) TFFlaubertForSequenceClassification (class in transformers) TFFlaubertForTokenClassification (class in transformers) TFFlaubertModel (class in transformers) TFFlaubertWithLMHeadModel (class in transformers) TFFunnelBaseModel (class in transformers) TFFunnelForMaskedLM (class in transformers) TFFunnelForMultipleChoice (class in transformers) TFFunnelForPreTraining (class in transformers) TFFunnelForPreTrainingOutput (class in transformers.models.funnel.modeling_tf_funnel) TFFunnelForQuestionAnswering (class in transformers) TFFunnelForSequenceClassification (class in transformers) TFFunnelForTokenClassification (class in transformers) TFFunnelModel (class in transformers) TFGenerationMixin (class in transformers.generation_tf_utils) TFGPT2DoubleHeadsModel (class in transformers) TFGPT2DoubleHeadsModelOutput (class in transformers.models.gpt2.modeling_tf_gpt2) TFGPT2ForSequenceClassification (class in transformers) TFGPT2LMHeadModel (class in transformers) TFGPT2Model (class in transformers) TFHubertForCTC (class in transformers) TFHubertModel (class in transformers) TFLayoutLMForMaskedLM (class in transformers) TFLayoutLMForSequenceClassification (class in transformers) TFLayoutLMForTokenClassification (class in transformers) TFLayoutLMModel (class in transformers) TFLEDEncoderBaseModelOutput (class in transformers.models.led.modeling_tf_led) TFLEDForConditionalGeneration (class in transformers) TFLEDModel (class in transformers) TFLEDSeq2SeqLMOutput (class in transformers.models.led.modeling_tf_led) TFLEDSeq2SeqModelOutput (class in transformers.models.led.modeling_tf_led) TFLongformerBaseModelOutput (class in transformers.models.longformer.modeling_tf_longformer) TFLongformerBaseModelOutputWithPooling (class in transformers.models.longformer.modeling_tf_longformer) TFLongformerForMaskedLM (class in transformers) TFLongformerForMultipleChoice (class in transformers) TFLongformerForQuestionAnswering (class in transformers) TFLongformerForSequenceClassification (class in transformers) TFLongformerForTokenClassification (class in transformers) TFLongformerMaskedLMOutput (class in transformers.models.longformer.modeling_tf_longformer) TFLongformerModel (class in transformers) TFLongformerMultipleChoiceModelOutput (class in transformers.models.longformer.modeling_tf_longformer) TFLongformerQuestionAnsweringModelOutput (class in transformers.models.longformer.modeling_tf_longformer) TFLongformerSequenceClassifierOutput (class in transformers.models.longformer.modeling_tf_longformer) TFLongformerTokenClassifierOutput (class in transformers.models.longformer.modeling_tf_longformer) TFLxmertForPreTraining (class in transformers) TFLxmertForPreTrainingOutput (class in transformers.models.lxmert.modeling_tf_lxmert) TFLxmertModel (class in transformers) TFLxmertModelOutput (class in transformers.models.lxmert.modeling_tf_lxmert) TFMarianModel (class in transformers) TFMarianMTModel (class in transformers) TFMaskedLanguageModelingLoss (class in transformers.modeling_tf_utils) TFMaskedLMOutput (class in transformers.modeling_tf_outputs)

TFMBartForConditionalGeneration (class in transformers) TFMBartModel (class in transformers) TFMobileBertForMaskedLM (class in transformers) TFMobileBertForMultipleChoice (class in transformers) TFMobileBertForNextSentencePrediction (class in transformers) TFMobileBertForPreTraining (class in transformers) TFMobileBertForPreTrainingOutput (class in transformers.models.mobilebert.modeling_tf_mobilebert) TFMobileBertForQuestionAnswering (class in transformers) TFMobileBertForSequenceClassification (class in transformers) TFMobileBertForTokenClassification (class in transformers) TFMobileBertModel (class in transformers) TFModelUtilsMixin (class in transformers.modeling_tf_utils) TFMPNetForMaskedLM (class in transformers) TFMPNetForMultipleChoice (class in transformers) TFMPNetForQuestionAnswering (class in transformers) TFMPNetForSequenceClassification (class in transformers) TFMPNetForTokenClassification (class in transformers) TFMPNetModel (class in transformers) TFMT5EncoderModel (class in transformers) TFMT5ForConditionalGeneration (class in transformers) TFMT5Model (class in transformers) TFMultipleChoiceLoss (class in transformers.modeling_tf_utils) TFMultipleChoiceModelOutput (class in transformers.modeling_tf_outputs) TFNextSentencePredictorOutput (class in transformers.modeling_tf_outputs) TFOpenAIGPTDoubleHeadsModel (class in transformers) TFOpenAIGPTDoubleHeadsModelOutput (class in transformers.models.openai.modeling_tf_openai) TFOpenAIGPTForSequenceClassification (class in transformers) TFOpenAIGPTLMHeadModel (class in transformers) TFOpenAIGPTModel (class in transformers) TFPegasusForConditionalGeneration (class in transformers) TFPegasusModel (class in transformers) TFPreTrainedModel (class in transformers) TFQuestionAnsweringLoss (class in transformers.modeling_tf_utils) TFQuestionAnsweringModelOutput (class in transformers.modeling_tf_outputs) TFRagModel (class in transformers) TFRagSequenceForGeneration (class in transformers) TFRagTokenForGeneration (class in transformers) TFRemBertForCausalLM (class in transformers) TFRemBertForMaskedLM (class in transformers) TFRemBertForMultipleChoice (class in transformers) TFRemBertForQuestionAnswering (class in transformers) TFRemBertForSequenceClassification (class in transformers) TFRemBertForTokenClassification (class in transformers) TFRemBertModel (class in transformers) TFRobertaForCausalLM (class in transformers) TFRobertaForMaskedLM (class in transformers) TFRobertaForMultipleChoice (class in transformers) TFRobertaForQuestionAnswering (class in transformers) TFRobertaForSequenceClassification (class in transformers) TFRobertaForTokenClassification (class in transformers) TFRobertaModel (class in transformers) TFRoFormerForCausalLM (class in transformers) TFRoFormerForMaskedLM (class in transformers) TFRoFormerForMultipleChoice (class in transformers) TFRoFormerForQuestionAnswering (class in transformers) TFRoFormerForSequenceClassification (class in transformers) TFRoFormerForTokenClassification (class in transformers) TFRoFormerModel (class in transformers) TFSeq2SeqLMOutput (class in transformers.modeling_tf_outputs) TFSeq2SeqModelOutput (class in transformers.modeling_tf_outputs) TFSeq2SeqQuestionAnsweringModelOutput (class in transformers.modeling_tf_outputs) TFSeq2SeqSequenceClassifierOutput (class in transformers.modeling_tf_outputs) TFSequenceClassificationLoss (class in transformers.modeling_tf_utils) TFSequenceClassifierOutput (class in transformers.modeling_tf_outputs) TFSequenceClassifierOutputWithPast (class in transformers.modeling_tf_outputs) TFSequenceSummary (class in transformers.modeling_tf_utils) TFSharedEmbeddings (class in transformers.modeling_tf_utils) TFT5EncoderModel (class in transformers) TFT5ForConditionalGeneration (class in transformers) TFT5Model (class in transformers) TFTokenClassificationLoss (class in transformers.modeling_tf_utils) TFTokenClassifierOutput (class in transformers.modeling_tf_outputs) TFTrainer (class in transformers) TFTrainingArguments (class in transformers) TFTransfoXLForSequenceClassification (class in transformers) TFTransfoXLLMHeadModel (class in transformers) TFTransfoXLLMHeadModelOutput (class in transformers.models.transfo_xl.modeling_tf_transfo_xl) TFTransfoXLModel (class in transformers) TFTransfoXLModelOutput (class in transformers.models.transfo_xl.modeling_tf_transfo_xl) TFWav2Vec2ForCTC (class in transformers) TFWav2Vec2Model (class in transformers) TFXLMForMultipleChoice (class in transformers) TFXLMForQuestionAnsweringSimple (class in transformers) TFXLMForSequenceClassification (class in transformers) TFXLMForTokenClassification (class in transformers) TFXLMModel (class in transformers) TFXLMRobertaForMaskedLM (class in transformers) TFXLMRobertaForMultipleChoice (class in transformers) TFXLMRobertaForQuestionAnswering (class in transformers) TFXLMRobertaForSequenceClassification (class in transformers) TFXLMRobertaForTokenClassification (class in transformers) TFXLMRobertaModel (class in transformers) TFXLMWithLMHeadModel (class in transformers) TFXLNetForMultipleChoice (class in transformers) TFXLNetForMultipleChoiceOutput (class in transformers.models.xlnet.modeling_tf_xlnet) TFXLNetForQuestionAnsweringSimple (class in transformers) TFXLNetForQuestionAnsweringSimpleOutput (class in transformers.models.xlnet.modeling_tf_xlnet) TFXLNetForSequenceClassification (class in transformers) TFXLNetForSequenceClassificationOutput (class in transformers.models.xlnet.modeling_tf_xlnet) TFXLNetForTokenClassification (class in transformers) TFXLNetForTokenClassificationOutput (class in transformers.models.xlnet.modeling_tf_xlnet) TFXLNetLMHeadModel (class in transformers) TFXLNetLMHeadModelOutput (class in transformers.models.xlnet.modeling_tf_xlnet) TFXLNetModel (class in transformers) TFXLNetModelOutput (class in transformers.models.xlnet.modeling_tf_xlnet) tie_weights() (transformers.PreTrainedModel method) to() (transformers.BatchEncoding method) (transformers.BatchFeature method) to_dict() (transformers.EncoderDecoderConfig method) (transformers.FSMTConfig method) (transformers.PretrainedConfig method) (transformers.RagConfig method) (transformers.SpeechEncoderDecoderConfig method) (transformers.TrainingArguments method) (transformers.VisionEncoderDecoderConfig method) to_diff_dict() (transformers.PretrainedConfig method) to_json_file() (transformers.PretrainedConfig method) to_json_string() (transformers.data.processors.utils.InputExample method) (transformers.data.processors.utils.InputFeatures method) (transformers.PretrainedConfig method) (transformers.TrainingArguments method) to_numpy_array() (transformers.image_utils.ImageFeatureExtractionMixin method) to_pil_image() (transformers.image_utils.ImageFeatureExtractionMixin method) to_sanitized_dict() (transformers.TrainingArguments method) to_tuple() (transformers.file_utils.ModelOutput method) token_to_chars() (transformers.BatchEncoding method) token_to_sequence() (transformers.BatchEncoding method) token_to_word() (transformers.BatchEncoding method) TokenClassificationPipeline (class in transformers) TokenClassifierOutput (class in transformers.modeling_outputs) tokenize() (transformers.PreTrainedTokenizer method) (transformers.PreTrainedTokenizerFast method) (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) tokens() (transformers.BatchEncoding method) TokenSpan (class in transformers.tokenization_utils_base) top_k_top_p_filtering() (in module transformers) TopKLogitsWarper (class in transformers) TopPLogitsWarper (class in transformers) torch_distributed_zero_first() (in module transformers) torch_mask_tokens() (transformers.data.data_collator.DataCollatorForLanguageModeling method) (transformers.data.data_collator.DataCollatorForPermutationLanguageModeling method) (transformers.data.data_collator.DataCollatorForWholeWordMask method) train() (transformers.TFTrainer method) (transformers.Trainer method) train_batch_size() (transformers.TFTrainingArguments property) (transformers.TrainingArguments property) train_new_from_iterator() (transformers.PreTrainedTokenizerFast method) train_step() (transformers.TFPreTrainedModel method) Trainer (class in transformers) TrainerCallback (class in transformers) TrainerControl (class in transformers) TrainerState (class in transformers) training_step() (transformers.TFTrainer method) (transformers.Trainer method) TrainingArguments (class in transformers) transform() (transformers.Pipeline method) TransfoXLConfig (class in transformers) TransfoXLForSequenceClassification (class in transformers) TransfoXLLMHeadModel (class in transformers) TransfoXLLMHeadModelOutput (class in transformers.models.transfo_xl.modeling_transfo_xl) TransfoXLModel (class in transformers) TransfoXLModelOutput (class in transformers.models.transfo_xl.modeling_transfo_xl) TransfoXLTokenizer (class in transformers) TranslationPipeline (class in transformers) TrOCRConfig (class in transformers) TrOCRForCausalLM (class in transformers) TrOCRProcessor (class in transformers) truncate_sequences() (transformers.tokenization_utils_base.PreTrainedTokenizerBase method) TruncationStrategy (class in transformers.tokenization_utils_base)

U

UniSpeechBaseModelOutput (class in transformers.models.unispeech.modeling_unispeech) UniSpeechConfig (class in transformers) UniSpeechForCTC (class in transformers) UniSpeechForPreTraining (class in transformers) UniSpeechForPreTrainingOutput (class in transformers.models.unispeech.modeling_unispeech) UniSpeechForSequenceClassification (class in transformers) UniSpeechModel (class in transformers) UniSpeechSatBaseModelOutput (class in transformers.models.unispeech_sat.modeling_unispeech_sat) UniSpeechSatConfig (class in transformers)

UniSpeechSatForCTC (class in transformers) UniSpeechSatForPreTraining (class in transformers) UniSpeechSatForPreTrainingOutput (class in transformers.models.unispeech_sat.modeling_unispeech_sat) UniSpeechSatForSequenceClassification (class in transformers) UniSpeechSatModel (class in transformers) unk_token() (transformers.tokenization_utils_base.SpecialTokensMixin property) unk_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property) update() (transformers.PretrainedConfig method) update_from_string() (transformers.PretrainedConfig method) use_return_dict() (transformers.PretrainedConfig property)

V

values() (transformers.BatchEncoding method) (transformers.BatchFeature method) VisionEncoderDecoderConfig (class in transformers) VisionEncoderDecoderModel (class in transformers) VisualBertConfig (class in transformers) VisualBertForMultipleChoice (class in transformers) VisualBertForPreTraining (class in transformers) VisualBertForQuestionAnswering (class in transformers) VisualBertForRegionToPhraseAlignment (class in transformers) VisualBertForVisualReasoning (class in transformers) VisualBertModel (class in transformers) ViTConfig (class in transformers)

ViTFeatureExtractor (class in transformers) ViTForImageClassification (class in transformers) ViTModel (class in transformers) vocab_size() (transformers.BarthezTokenizer property) (transformers.BartphoTokenizer property) (transformers.BertweetTokenizer property) (transformers.MBart50Tokenizer property) (transformers.PegasusTokenizer property) (transformers.PhobertTokenizer property) (transformers.PreTrainedTokenizer property) (transformers.PreTrainedTokenizerFast property) (transformers.ProphetNetTokenizer property) (transformers.XLMProphetNetTokenizer property)

W

WandbCallback (class in transformers.integrations) WarmUp (class in transformers) Wav2Vec2BaseModelOutput (class in transformers.models.wav2vec2.modeling_wav2vec2) Wav2Vec2Config (class in transformers) Wav2Vec2CTCTokenizer (class in transformers) Wav2Vec2FeatureExtractor (class in transformers) Wav2Vec2ForCTC (class in transformers) Wav2Vec2ForPreTraining (class in transformers)

Wav2Vec2ForPreTrainingOutput (class in transformers.models.wav2vec2.modeling_wav2vec2) Wav2Vec2ForSequenceClassification (class in transformers) Wav2Vec2Model (class in transformers) Wav2Vec2Processor (class in transformers) word_ids() (transformers.BatchEncoding method) word_to_chars() (transformers.BatchEncoding method) word_to_tokens() (transformers.BatchEncoding method) words() (transformers.BatchEncoding method) world_size() (transformers.TrainingArguments property)

X

XLMConfig (class in transformers) XLMForMultipleChoice (class in transformers) XLMForQuestionAnswering (class in transformers) XLMForQuestionAnsweringOutput (class in transformers.models.xlm.modeling_xlm) XLMForQuestionAnsweringSimple (class in transformers) XLMForSequenceClassification (class in transformers) XLMForTokenClassification (class in transformers) XLMModel (class in transformers) XLMProphetNetConfig (class in transformers) XLMProphetNetDecoder (class in transformers) XLMProphetNetEncoder (class in transformers) XLMProphetNetForCausalLM (class in transformers) XLMProphetNetForConditionalGeneration (class in transformers) XLMProphetNetModel (class in transformers) XLMProphetNetTokenizer (class in transformers) XLMRobertaConfig (class in transformers) XLMRobertaForCausalLM (class in transformers) XLMRobertaForMaskedLM (class in transformers) XLMRobertaForMultipleChoice (class in transformers) XLMRobertaForQuestionAnswering (class in transformers) XLMRobertaForSequenceClassification (class in transformers) XLMRobertaForTokenClassification (class in transformers)

XLMRobertaModel (class in transformers) XLMRobertaTokenizer (class in transformers) XLMRobertaTokenizerFast (class in transformers) XLMTokenizer (class in transformers) XLMWithLMHeadModel (class in transformers) XLNetConfig (class in transformers) XLNetForMultipleChoice (class in transformers) XLNetForMultipleChoiceOutput (class in transformers.models.xlnet.modeling_xlnet) XLNetForQuestionAnswering (class in transformers) XLNetForQuestionAnsweringOutput (class in transformers.models.xlnet.modeling_xlnet) XLNetForQuestionAnsweringSimple (class in transformers) XLNetForQuestionAnsweringSimpleOutput (class in transformers.models.xlnet.modeling_xlnet) XLNetForSequenceClassification (class in transformers) XLNetForSequenceClassificationOutput (class in transformers.models.xlnet.modeling_xlnet) XLNetForTokenClassification (class in transformers) XLNetForTokenClassificationOutput (class in transformers.models.xlnet.modeling_xlnet) XLNetLMHeadModel (class in transformers) XLNetLMHeadModelOutput (class in transformers.models.xlnet.modeling_xlnet) XLNetModel (class in transformers) XLNetModelOutput (class in transformers.models.xlnet.modeling_xlnet) XLNetTokenizer (class in transformers) XLNetTokenizerFast (class in transformers)

Z

ZeroShotClassificationArgumentHandler (class in transformers.pipelines)

ZeroShotClassificationPipeline (class in transformers)