transformers
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Installation
Philosophy
Glossary
Using 🤗 Transformers
Summary of the tasks
Summary of the models
Preprocessing data
Training and fine-tuning
Model sharing and uploading
Summary of the tokenizers
Multi-lingual models
Advanced guides
Pretrained models
Examples
Fine-tuning with custom datasets
🤗 Transformers Notebooks
Run training on Amazon SageMaker
Community
Converting Tensorflow Checkpoints
Migrating from previous packages
How to contribute to transformers?
How to add a model to 🤗 Transformers?
Using tokenizers from 🤗 Tokenizers
Testing
Exporting transformers models
Research
BERTology
Perplexity of fixed-length models
Benchmarks
Main Classes
Callbacks
Configuration
DataCollator
Logging
Models
Optimization
Model outputs
Pipelines
Processors
Tokenizer
Trainer
Feature Extractor
Models
ALBERT
Auto Classes
BART
BARThez
BERT
Bertweet
BertGeneration
BigBird
Blenderbot
Blenderbot Small
BORT
CamemBERT
ConvBERT
CPM
CTRL
DeBERTa
DeBERTa-v2
DeiT
DialoGPT
DistilBERT
DPR
ELECTRA
Encoder Decoder Models
FlauBERT
FSMT
Funnel Transformer
herBERT
I-BERT
LayoutLM
LED
Longformer
LXMERT
MarianMT
M2M100
MBart and MBart-50
MegatronBERT
MegatronGPT2
MobileBERT
MPNet
MT5
OpenAI GPT
OpenAI GPT2
GPT Neo
Pegasus
PhoBERT
ProphetNet
RAG
Reformer
RetriBERT
RoBERTa
Speech2Text
SqueezeBERT
T5
TAPAS
Transformer XL
Vision Transformer (ViT)
Wav2Vec2
XLM
XLM-ProphetNet
XLM-RoBERTa
XLNet
XLSR-Wav2Vec2
Internal Helpers
Custom Layers and Utilities
Utilities for pipelines
Utilities for Tokenizers
Utilities for Trainer
Utilities for Generation
General Utilities
transformers
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Index
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__call__() (transformers.ConversationalPipeline method)
(transformers.data.data_collator.DataCollatorForLanguageModeling method)
(transformers.data.data_collator.DataCollatorForPermutationLanguageModeling method)
(transformers.data.data_collator.DataCollatorForSeq2Seq method)
(transformers.data.data_collator.DataCollatorForSOP method)
(transformers.data.data_collator.DataCollatorForTokenClassification method)
(transformers.data.data_collator.DataCollatorForWholeWordMask method)
(transformers.data.data_collator.DataCollatorWithPadding method)
(transformers.DeiTFeatureExtractor method)
(transformers.FeatureExtractionPipeline method)
(transformers.FillMaskPipeline method)
(transformers.ForcedBOSTokenLogitsProcessor method)
(transformers.ForcedEOSTokenLogitsProcessor method)
(transformers.HammingDiversityLogitsProcessor method)
(transformers.InfNanRemoveLogitsProcessor method)
(transformers.LogitsProcessor method)
(transformers.LogitsProcessorList method)
(transformers.LogitsWarper method)
(transformers.MaxLengthCriteria method)
(transformers.MaxTimeCriteria method)
(transformers.MinLengthLogitsProcessor method)
(transformers.NoBadWordsLogitsProcessor method)
(transformers.NoRepeatNGramLogitsProcessor method)
(transformers.PrefixConstrainedLogitsProcessor method)
(transformers.PreTrainedTokenizer method)
(transformers.PreTrainedTokenizerFast method)
(transformers.QuestionAnsweringPipeline method)
(transformers.RepetitionPenaltyLogitsProcessor 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.ViTFeatureExtractor method)
(transformers.Wav2Vec2CTCTokenizer method)
(transformers.Wav2Vec2FeatureExtractor method)
(transformers.Wav2Vec2Processor method)
(transformers.ZeroShotClassificationPipeline method)
_BaseLazyModule (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)
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.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)
AutoConfig (class in transformers)
AutoFeatureExtractor (class in transformers)
AutoModel (class in transformers)
AutoModelForCausalLM (class in transformers)
AutoModelForMaskedLM (class in transformers)
AutoModelForMultipleChoice (class in transformers)
AutoModelForNextSentencePrediction (class in transformers)
AutoModelForPreTraining (class in transformers)
AutoModelForQuestionAnswering (class in transformers)
AutoModelForSeq2SeqLM (class in transformers)
AutoModelForSequenceClassification (class in transformers)
AutoModelForTableQuestionAnswering (class in transformers)
AutoModelForTokenClassification (class in transformers)
AutoTokenizer (class in transformers)
AzureMLCallback (class in transformers.integrations)
B
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)
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.PreTrainedTokenizer method)
(transformers.PreTrainedTokenizerFast method)
(transformers.tokenization_utils_base.PreTrainedTokenizerBase 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)
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)
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)
BigBirdTokenizer (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)
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.BertTokenizer method)
(transformers.BertTokenizerFast method)
(transformers.BertweetTokenizer method)
(transformers.BigBirdTokenizer method)
(transformers.BlenderbotSmallTokenizer method)
(transformers.BlenderbotTokenizer method)
(transformers.CamembertTokenizer method)
(transformers.CamembertTokenizerFast method)
(transformers.ConvBertTokenizer method)
(transformers.DebertaTokenizer method)
(transformers.DebertaV2Tokenizer 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.RobertaTokenizer method)
(transformers.RobertaTokenizerFast method)
(transformers.Speech2TextTokenizer 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)
C
cached_property (class in transformers.file_utils)
call() (transformers.modeling_tf_utils.TFSequenceSummary method)
(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.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.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.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.TFRobertaForMaskedLM method)
(transformers.TFRobertaForMultipleChoice method)
(transformers.TFRobertaForQuestionAnswering method)
(transformers.TFRobertaForSequenceClassification method)
(transformers.TFRobertaForTokenClassification method)
(transformers.TFRobertaModel method)
(transformers.TFT5EncoderModel method)
(transformers.TFT5ForConditionalGeneration method)
(transformers.TFT5Model method)
(transformers.TFTransfoXLForSequenceClassification method)
(transformers.TFTransfoXLLMHeadModel method)
(transformers.TFTransfoXLModel 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)
CausalLMOutput (class in transformers.modeling_outputs)
CausalLMOutputWithCrossAttentions (class in transformers.modeling_outputs)
CausalLMOutputWithPast (class in transformers.modeling_outputs)
center_crop() (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)
cls_token() (transformers.tokenization_utils_base.SpecialTokensMixin property)
cls_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property)
CometCallback (class in transformers.integrations)
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.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.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.BertTokenizer method)
(transformers.BertTokenizerFast method)
(transformers.BertweetTokenizer method)
(transformers.BigBirdTokenizer method)
(transformers.BlenderbotSmallTokenizer method)
(transformers.CamembertTokenizer method)
(transformers.CamembertTokenizerFast method)
(transformers.ConvBertTokenizer method)
(transformers.DebertaTokenizer method)
(transformers.DebertaV2Tokenizer 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.RobertaTokenizer method)
(transformers.Speech2TextTokenizer 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)
DataCollatorForSOP (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)
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)
decode() (transformers.PreTrainedTokenizer method)
(transformers.PreTrainedTokenizerFast method)
(transformers.QuestionAnsweringPipeline method)
(transformers.tokenization_utils_base.PreTrainedTokenizerBase method)
(transformers.Wav2Vec2Processor method)
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)
device() (transformers.modeling_utils.ModuleUtilsMixin property)
(transformers.TrainingArguments property)
device_placement() (transformers.Pipeline 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)
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.PreTrainedTokenizer method)
(transformers.PreTrainedTokenizerFast 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)
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)
FlaxAutoModel (class in transformers)
FlaxAutoModelForMaskedLM (class in transformers)
FlaxAutoModelForMultipleChoice (class in transformers)
FlaxAutoModelForNextSentencePrediction (class in transformers)
FlaxAutoModelForPreTraining (class in transformers)
FlaxAutoModelForQuestionAnswering (class in transformers)
FlaxAutoModelForSequenceClassification (class in transformers)
FlaxAutoModelForTokenClassification (class in transformers)
FlaxBertForMaskedLM (class in transformers)
FlaxBertForMultipleChoice (class in transformers)
FlaxBertForNextSentencePrediction (class in transformers)
FlaxBertForPreTraining (class in transformers)
FlaxBertForQuestionAnswering (class in transformers)
FlaxBertForSequenceClassification (class in transformers)
FlaxBertForTokenClassification (class in transformers)
FlaxBertModel (class in transformers)
FlaxPreTrainedModel (class in transformers)
FlaxRobertaModel (class in transformers)
floating_point_ops() (transformers.modeling_utils.ModuleUtilsMixin method)
(transformers.Trainer method)
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.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.BlenderbotForCausalLM method)
(transformers.BlenderbotForConditionalGeneration method)
(transformers.BlenderbotModel method)
(transformers.BlenderbotSmallForCausalLM method)
(transformers.BlenderbotSmallForConditionalGeneration method)
(transformers.BlenderbotSmallModel 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.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.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.GPT2LMHeadModel method)
(transformers.GPT2Model method)
(transformers.GPTNeoForCausalLM method)
(transformers.GPTNeoModel 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.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.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.RetriBertModel method)
(transformers.RobertaForCausalLM method)
(transformers.RobertaForMaskedLM method)
(transformers.RobertaForMultipleChoice method)
(transformers.RobertaForQuestionAnswering method)
(transformers.RobertaForSequenceClassification method)
(transformers.RobertaForTokenClassification method)
(transformers.RobertaModel method)
(transformers.Speech2TextForConditionalGeneration method)
(transformers.Speech2TextModel 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.TapasForMaskedLM method)
(transformers.TapasForQuestionAnswering method)
(transformers.TapasForSequenceClassification method)
(transformers.TapasModel method)
(transformers.TransfoXLForSequenceClassification method)
(transformers.TransfoXLLMHeadModel method)
(transformers.TransfoXLModel method)
(transformers.ViTForImageClassification method)
(transformers.ViTModel method)
(transformers.Wav2Vec2ForCTC 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)
from_config() (transformers.AutoModel class method)
(transformers.AutoModelForCausalLM class method)
(transformers.AutoModelForMaskedLM class method)
(transformers.AutoModelForMultipleChoice class method)
(transformers.AutoModelForNextSentencePrediction class method)
(transformers.AutoModelForPreTraining class method)
(transformers.AutoModelForQuestionAnswering class method)
(transformers.AutoModelForSeq2SeqLM class method)
(transformers.AutoModelForSequenceClassification class method)
(transformers.AutoModelForTableQuestionAnswering class method)
(transformers.AutoModelForTokenClassification 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)
from_encoder_decoder_pretrained() (transformers.EncoderDecoderModel class method)
from_json_file() (transformers.PretrainedConfig class method)
from_pretrained() (transformers.AutoConfig class method)
(transformers.AutoFeatureExtractor class method)
(transformers.AutoModel class method)
(transformers.AutoModelForCausalLM class method)
(transformers.AutoModelForMaskedLM class method)
(transformers.AutoModelForMultipleChoice class method)
(transformers.AutoModelForNextSentencePrediction class method)
(transformers.AutoModelForPreTraining class method)
(transformers.AutoModelForQuestionAnswering class method)
(transformers.AutoModelForSeq2SeqLM class method)
(transformers.AutoModelForSequenceClassification class method)
(transformers.AutoModelForTableQuestionAnswering class method)
(transformers.AutoModelForTokenClassification class method)
(transformers.AutoTokenizer class method)
(transformers.feature_extraction_utils.FeatureExtractionMixin class method)
(transformers.PretrainedConfig class method)
(transformers.PreTrainedModel 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.Wav2Vec2Processor class method)
from_question_encoder_generator_configs() (transformers.RagConfig class method)
from_str() (transformers.pipelines.PipelineDataFormat static 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
generate() (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_initializer() (in module transformers.modeling_tf_utils)
get_input_embeddings() (transformers.LayoutLMForMaskedLM method)
(transformers.LayoutLMForSequenceClassification method)
(transformers.LayoutLMForTokenClassification method)
(transformers.LayoutLMModel 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_scheduler() (in module transformers)
get_special_tokens_mask() (transformers.AlbertTokenizer method)
(transformers.BarthezTokenizer method)
(transformers.BertTokenizer method)
(transformers.BertweetTokenizer method)
(transformers.BigBirdTokenizer method)
(transformers.BlenderbotSmallTokenizer method)
(transformers.CamembertTokenizer method)
(transformers.ConvBertTokenizer method)
(transformers.DebertaTokenizer method)
(transformers.DebertaV2Tokenizer 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.PreTrainedTokenizerFast method)
(transformers.ProphetNetTokenizer method)
(transformers.RobertaTokenizer method)
(transformers.Speech2TextTokenizer 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_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_verbosity() (in module transformers.logging)
get_vocab() (transformers.BarthezTokenizer method)
(transformers.BertweetTokenizer method)
(transformers.MBart50Tokenizer method)
(transformers.PegasusTokenizer method)
(transformers.PhobertTokenizer method)
(transformers.ProphetNetTokenizer method)
(transformers.tokenization_utils_base.PreTrainedTokenizerBase method)
(transformers.XLMProphetNetTokenizer 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)
GPT2LMHeadModel (class in transformers)
GPT2Model (class in transformers)
GPT2Tokenizer (class in transformers)
GPT2TokenizerFast (class in transformers)
GPTNeoConfig (class in transformers)
GPTNeoForCausalLM (class in transformers)
GPTNeoModel (class in transformers)
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)
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)
ImageFeatureExtractionMixin (class in transformers.image_utils)
InfNanRemoveLogitsProcessor (class in transformers)
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_fast() (transformers.BatchEncoding property)
is_local_process_zero() (transformers.Trainer 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)
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)
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)
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)
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)
mask_tokens() (transformers.data.data_collator.DataCollatorForLanguageModeling method)
(transformers.data.data_collator.DataCollatorForPermutationLanguageModeling method)
(transformers.data.data_collator.DataCollatorForSOP method)
(transformers.data.data_collator.DataCollatorForWholeWordMask method)
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)
O
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_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_token() (transformers.tokenization_utils_base.SpecialTokensMixin property)
pad_token_id() (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)
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)
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)
Q
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)
remove_callback() (transformers.Trainer method)
RepetitionPenaltyLogitsProcessor (class in transformers)
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.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)
run_model() (transformers.TFTrainer 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.feature_extraction_utils.FeatureExtractionMixin method)
(transformers.Pipeline method)
(transformers.PretrainedConfig method)
(transformers.PreTrainedModel method)
(transformers.TFPreTrainedModel method)
(transformers.tokenization_utils_base.PreTrainedTokenizerBase 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.BertGenerationTokenizer method)
(transformers.BertTokenizer method)
(transformers.BertTokenizerFast method)
(transformers.BertweetTokenizer method)
(transformers.BigBirdTokenizer method)
(transformers.BlenderbotSmallTokenizer method)
(transformers.CamembertTokenizer method)
(transformers.CamembertTokenizerFast method)
(transformers.ConvBertTokenizer method)
(transformers.CTRLTokenizer method)
(transformers.DebertaTokenizer method)
(transformers.DebertaV2Tokenizer method)
(transformers.FSMTTokenizer method)
(transformers.FunnelTokenizer method)
(transformers.GPT2Tokenizer method)
(transformers.GPT2TokenizerFast method)
(transformers.HerbertTokenizerFast method)
(transformers.LEDTokenizer 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.RobertaTokenizer method)
(transformers.Speech2TextTokenizer 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)
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)
shape_list() (in module transformers.modeling_tf_utils)
slow_tokenizer_class (transformers.AlbertTokenizerFast attribute)
(transformers.BarthezTokenizerFast attribute)
(transformers.BartTokenizerFast attribute)
(transformers.BertTokenizerFast attribute)
(transformers.CamembertTokenizerFast attribute)
(transformers.ConvBertTokenizerFast attribute)
(transformers.DistilBertTokenizerFast attribute)
(transformers.DPRContextEncoderTokenizerFast attribute)
(transformers.DPRQuestionEncoderTokenizerFast attribute)
(transformers.DPRReaderTokenizerFast attribute)
(transformers.ElectraTokenizerFast 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.SqueezeBertTokenizerFast attribute)
(transformers.T5TokenizerFast attribute)
(transformers.XLMRobertaTokenizerFast attribute)
(transformers.XLNetTokenizerFast attribute)
sp_model (transformers.AlbertTokenizer attribute)
(transformers.BarthezTokenizer attribute)
(transformers.CamembertTokenizer 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)
Speech2TextConfig (class in transformers)
Speech2TextFeatureExtractor (class in transformers)
Speech2TextForConditionalGeneration (class in transformers)
Speech2TextModel (class in transformers)
Speech2TextProcessor (class in transformers)
Speech2TextTokenizer (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)
Text2TextGenerationPipeline (class in transformers)
TextClassificationPipeline (class in transformers)
TextGenerationPipeline (class in transformers)
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)
TFBaseModelOutputWithPooling (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)
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)
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)
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)
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)
TFRobertaForMaskedLM (class in transformers)
TFRobertaForMultipleChoice (class in transformers)
TFRobertaForQuestionAnswering (class in transformers)
TFRobertaForSequenceClassification (class in transformers)
TFRobertaForTokenClassification (class in transformers)
TFRobertaModel (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)
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.TrainingArguments 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)
train() (transformers.TFTrainer method)
(transformers.Trainer method)
train_batch_size() (transformers.TFTrainingArguments property)
(transformers.TrainingArguments property)
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)
truncate_sequences() (transformers.tokenization_utils_base.PreTrainedTokenizerBase method)
TruncationStrategy (class in transformers.tokenization_utils_base)
U
unk_token() (transformers.tokenization_utils_base.SpecialTokensMixin property)
unk_token_id() (transformers.tokenization_utils_base.SpecialTokensMixin property)
update() (transformers.PretrainedConfig method)
use_return_dict() (transformers.PretrainedConfig property)
V
values() (transformers.BatchEncoding method)
(transformers.BatchFeature method)
ViTConfig (class in transformers)
ViTFeatureExtractor (class in transformers)
ViTForImageClassification (class in transformers)
ViTModel (class in transformers)
vocab_size() (transformers.BarthezTokenizer 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)
Wav2Vec2Config (class in transformers)
Wav2Vec2CTCTokenizer (class in transformers)
Wav2Vec2FeatureExtractor (class in transformers)
Wav2Vec2ForCTC (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)