Index

_

_prepare_bart_decoder_inputs() (in module transformers.modeling_bart)

A

AdamW (class in transformers) AdamWeightDecay (class in transformers) add_special_tokens() (transformers.PreTrainedTokenizer method) add_tokens() (transformers.PreTrainedTokenizer method) AlbertConfig (class in transformers) AlbertForMaskedLM (class in transformers) AlbertForQuestionAnswering (class in transformers) AlbertForSequenceClassification (class in transformers) AlbertModel (class in transformers) AlbertTokenizer (class in transformers)

apply_chunking_to_forward() (in module transformers) apply_gradients() (transformers.AdamWeightDecay method) AutoConfig (class in transformers) AutoModel (class in transformers) AutoModelForPreTraining (class in transformers) AutoModelForQuestionAnswering (class in transformers) AutoModelForSequenceClassification (class in transformers) AutoModelForTokenClassification (class in transformers) AutoModelWithLMHead (class in transformers) AutoTokenizer (class in transformers)

B

BartConfig (class in transformers) BartForConditionalGeneration (class in transformers) BartForSequenceClassification (class in transformers) BartModel (class in transformers) batch_encode_plus() (transformers.PreTrainedTokenizer method) BertConfig (class in transformers) BertForMaskedLM (class in transformers) BertForMultipleChoice (class in transformers) BertForNextSentencePrediction (class in transformers) BertForPreTraining (class in transformers) BertForQuestionAnswering (class in transformers) BertForSequenceClassification (class in transformers) BertForTokenClassification (class in transformers)

BertModel (class in transformers) BertTokenizer (class in transformers) BertTokenizerFast (class in transformers) build_inputs_with_special_tokens() (transformers.AlbertTokenizer method) (transformers.BertTokenizer method) (transformers.BertTokenizerFast method) (transformers.CamembertTokenizer method) (transformers.PreTrainedTokenizer method) (transformers.RobertaTokenizer method) (transformers.RobertaTokenizerFast method) (transformers.T5Tokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method)

C

call() (transformers.TFAlbertForMaskedLM method) (transformers.TFAlbertForMultipleChoice method) (transformers.TFAlbertForQuestionAnswering method) (transformers.TFAlbertForSequenceClassification method) (transformers.TFAlbertModel method) (transformers.TFBertForMaskedLM method) (transformers.TFBertForMultipleChoice method) (transformers.TFBertForNextSentencePrediction method) (transformers.TFBertForPreTraining method) (transformers.TFBertForQuestionAnswering method) (transformers.TFBertForSequenceClassification method) (transformers.TFBertForTokenClassification method) (transformers.TFBertModel method) (transformers.TFCTRLLMHeadModel method) (transformers.TFCTRLModel method) (transformers.TFDistilBertForMaskedLM method) (transformers.TFDistilBertForQuestionAnswering method) (transformers.TFDistilBertForSequenceClassification method) (transformers.TFDistilBertModel method) (transformers.TFElectraForMaskedLM method) (transformers.TFElectraForPreTraining method) (transformers.TFElectraForTokenClassification method) (transformers.TFElectraModel method) (transformers.TFGPT2DoubleHeadsModel method) (transformers.TFGPT2LMHeadModel method) (transformers.TFGPT2Model method) (transformers.TFOpenAIGPTDoubleHeadsModel method) (transformers.TFOpenAIGPTLMHeadModel method) (transformers.TFOpenAIGPTModel method) (transformers.TFRobertaForMaskedLM method) (transformers.TFRobertaForSequenceClassification method) (transformers.TFRobertaForTokenClassification method) (transformers.TFRobertaModel method) (transformers.TFT5ForConditionalGeneration method) (transformers.TFT5Model method) (transformers.TFTransfoXLLMHeadModel method) (transformers.TFTransfoXLModel method) (transformers.TFXLMForQuestionAnsweringSimple method) (transformers.TFXLMForSequenceClassification method) (transformers.TFXLMModel method) (transformers.TFXLMWithLMHeadModel method) (transformers.TFXLNetForQuestionAnsweringSimple method) (transformers.TFXLNetForSequenceClassification method) (transformers.TFXLNetLMHeadModel method) (transformers.TFXLNetModel method) CamembertConfig (class in transformers) CamembertForMaskedLM (class in transformers) CamembertForMultipleChoice (class in transformers) CamembertForSequenceClassification (class in transformers) CamembertForTokenClassification (class in transformers) CamembertModel (class in transformers) CamembertTokenizer (class in transformers) clean_up_tokenization() (transformers.PreTrainedTokenizer static method)

config_class (transformers.AlbertModel attribute) (transformers.CamembertForMaskedLM attribute) (transformers.CamembertForMultipleChoice attribute) (transformers.CamembertForSequenceClassification attribute) (transformers.CamembertForTokenClassification attribute) (transformers.CamembertModel attribute) (transformers.ElectraModel attribute) (transformers.EncoderDecoderModel attribute) (transformers.FlaubertForQuestionAnswering attribute) (transformers.FlaubertForQuestionAnsweringSimple attribute) (transformers.FlaubertForSequenceClassification attribute) (transformers.FlaubertModel attribute) (transformers.FlaubertWithLMHeadModel attribute) (transformers.LongformerForMaskedLM attribute) (transformers.LongformerForMultipleChoice attribute) (transformers.LongformerForQuestionAnswering attribute) (transformers.LongformerForTokenClassification attribute) (transformers.LongformerModel attribute) (transformers.RobertaForMaskedLM attribute) (transformers.RobertaForMultipleChoice attribute) (transformers.RobertaForSequenceClassification attribute) (transformers.RobertaForTokenClassification attribute) (transformers.RobertaModel attribute) (transformers.TFCamembertForMaskedLM attribute) (transformers.TFCamembertForSequenceClassification attribute) (transformers.TFCamembertForTokenClassification attribute) (transformers.TFCamembertModel attribute) (transformers.TFXLMRobertaForMaskedLM attribute) (transformers.TFXLMRobertaForSequenceClassification attribute) (transformers.TFXLMRobertaForTokenClassification attribute) (transformers.TFXLMRobertaModel attribute) (transformers.XLMRobertaForMaskedLM attribute) (transformers.XLMRobertaForMultipleChoice attribute) (transformers.XLMRobertaForSequenceClassification attribute) (transformers.XLMRobertaForTokenClassification attribute) (transformers.XLMRobertaModel attribute) convert_ids_to_tokens() (transformers.PreTrainedTokenizer method) convert_tokens_to_ids() (transformers.PreTrainedTokenizer method) convert_tokens_to_string() (transformers.PreTrainedTokenizer method) (transformers.ReformerTokenizer method) create_mask() (transformers.XLNetModel method) create_optimizer() (in module transformers) create_token_type_ids_from_sequences() (transformers.AlbertTokenizer method) (transformers.BertTokenizer method) (transformers.BertTokenizerFast method) (transformers.CamembertTokenizer method) (transformers.RobertaTokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method) CTRLConfig (class in transformers) CTRLLMHeadModel (class in transformers) CTRLModel (class in transformers) CTRLTokenizer (class in transformers)

D

DataProcessor (class in transformers.data.processors.utils) decode() (transformers.PreTrainedTokenizer method) DistilBertConfig (class in transformers) DistilBertForMaskedLM (class in transformers) DistilBertForQuestionAnswering (class in transformers) DistilBertForSequenceClassification (class in transformers)

DistilBertModel (class in transformers) DistilBertTokenizer (class in transformers) DistilBertTokenizerFast (class in transformers) dummy_inputs() (transformers.PreTrainedModel property) (transformers.TFAlbertForMultipleChoice property) (transformers.TFBertForMultipleChoice property) (transformers.TFPreTrainedModel property)

E

ElectraConfig (class in transformers) ElectraForMaskedLM (class in transformers) ElectraForPreTraining (class in transformers) ElectraForTokenClassification (class in transformers) ElectraModel (class in transformers) ElectraTokenizer (class in transformers)

ElectraTokenizerFast (class in transformers) encode() (transformers.PreTrainedTokenizer method) encode_plus() (transformers.PreTrainedTokenizer method) EncoderDecoderConfig (class in transformers) EncoderDecoderModel (class in transformers) enforce_repetition_penalty_() (transformers.PreTrainedModel method)

F

FeatureExtractionPipeline (class in transformers) FillMaskPipeline (class in transformers) FlaubertConfig (class in transformers) FlaubertForQuestionAnswering (class in transformers) FlaubertForQuestionAnsweringSimple (class in transformers) FlaubertForSequenceClassification (class in transformers) FlaubertModel (class in transformers) FlaubertTokenizer (class in transformers) FlaubertWithLMHeadModel (class in transformers) forward() (transformers.AlbertForMaskedLM method) (transformers.AlbertForQuestionAnswering method) (transformers.AlbertForSequenceClassification method) (transformers.AlbertModel method) (transformers.BartForConditionalGeneration 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.BertModel method) (transformers.CTRLLMHeadModel method) (transformers.CTRLModel method) (transformers.DistilBertForMaskedLM method) (transformers.DistilBertForQuestionAnswering method) (transformers.DistilBertForSequenceClassification method) (transformers.DistilBertModel method) (transformers.ElectraForMaskedLM method) (transformers.ElectraForPreTraining method) (transformers.ElectraForTokenClassification method) (transformers.ElectraModel method) (transformers.EncoderDecoderModel method) (transformers.FlaubertModel method) (transformers.GPT2DoubleHeadsModel method) (transformers.GPT2LMHeadModel method) (transformers.GPT2Model method) (transformers.LongformerForMaskedLM method) (transformers.LongformerForMultipleChoice method) (transformers.LongformerForQuestionAnswering method) (transformers.LongformerForTokenClassification method) (transformers.LongformerModel method) (transformers.OpenAIGPTDoubleHeadsModel method) (transformers.OpenAIGPTLMHeadModel method) (transformers.OpenAIGPTModel method) (transformers.ReformerModel method) (transformers.ReformerModelWithLMHead method) (transformers.RobertaForMaskedLM method) (transformers.RobertaForMultipleChoice method) (transformers.RobertaForSequenceClassification method) (transformers.RobertaForTokenClassification method) (transformers.T5ForConditionalGeneration method) (transformers.T5Model method) (transformers.TransfoXLLMHeadModel method) (transformers.TransfoXLModel method) (transformers.XLMForQuestionAnswering method) (transformers.XLMForQuestionAnsweringSimple method) (transformers.XLMForSequenceClassification method) (transformers.XLMModel 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.AdamWeightDecay class method) (transformers.AutoModel class method) (transformers.AutoModelForPreTraining class method) (transformers.AutoModelForQuestionAnswering class method) (transformers.AutoModelForSequenceClassification class method) (transformers.AutoModelForTokenClassification class method) (transformers.AutoModelWithLMHead 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.AutoModel class method) (transformers.AutoModelForPreTraining class method) (transformers.AutoModelForQuestionAnswering class method) (transformers.AutoModelForSequenceClassification class method) (transformers.AutoModelForTokenClassification class method) (transformers.AutoModelWithLMHead class method) (transformers.AutoTokenizer class method) (transformers.PretrainedConfig class method) (transformers.PreTrainedModel class method) (transformers.PreTrainedTokenizer class method) (transformers.TFPreTrainedModel class method)

G

generate() (transformers.BartForConditionalGeneration method) (transformers.PreTrainedModel method) (transformers.TFPreTrainedModel method) get_config() (transformers.AdamWeightDecay 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_example_from_tensor_dict() (transformers.data.processors.utils.DataProcessor method) get_examples_from_dataset() (transformers.data.processors.squad.SquadProcessor method) get_input_embeddings() (transformers.AlbertModel method) (transformers.BertModel method) (transformers.CTRLModel method) (transformers.DistilBertModel method) (transformers.ElectraModel method) (transformers.EncoderDecoderModel method) (transformers.GPT2Model method) (transformers.OpenAIGPTModel method) (transformers.PreTrainedModel method) (transformers.ReformerModel method) (transformers.RobertaModel method) (transformers.T5ForConditionalGeneration method) (transformers.T5Model method) (transformers.TFElectraForMaskedLM method) (transformers.TFElectraForPreTraining method) (transformers.TFElectraModel method) (transformers.TFPreTrainedModel method) (transformers.TFT5ForConditionalGeneration method) (transformers.TFT5Model method) (transformers.TransfoXLModel method) (transformers.XLMModel method) (transformers.XLNetModel method) get_labels() (transformers.data.processors.utils.DataProcessor method) get_linear_schedule_with_warmup() (in module transformers) get_output_embeddings() (transformers.AlbertForMaskedLM method) (transformers.BertForMaskedLM method) (transformers.BertForPreTraining method) (transformers.CTRLLMHeadModel method) (transformers.DistilBertForMaskedLM method) (transformers.ElectraForMaskedLM method) (transformers.EncoderDecoderModel method) (transformers.GPT2DoubleHeadsModel method) (transformers.GPT2LMHeadModel method) (transformers.OpenAIGPTDoubleHeadsModel method) (transformers.OpenAIGPTLMHeadModel method) (transformers.PreTrainedModel method) (transformers.ReformerModelWithLMHead method) (transformers.RobertaForMaskedLM method) (transformers.T5ForConditionalGeneration method) (transformers.TFAlbertForMaskedLM method) (transformers.TFBertForMaskedLM method) (transformers.TFBertForPreTraining method) (transformers.TFCTRLLMHeadModel method) (transformers.TFDistilBertForMaskedLM method) (transformers.TFElectraForMaskedLM method) (transformers.TFGPT2DoubleHeadsModel method) (transformers.TFGPT2LMHeadModel method) (transformers.TFOpenAIGPTDoubleHeadsModel method) (transformers.TFOpenAIGPTLMHeadModel method) (transformers.TFPreTrainedModel method) (transformers.TFRobertaForMaskedLM method) (transformers.TFT5ForConditionalGeneration method) (transformers.TFT5Model method) (transformers.TFTransfoXLLMHeadModel method) (transformers.TFXLMWithLMHeadModel method) (transformers.TFXLNetLMHeadModel method) (transformers.TransfoXLLMHeadModel method) (transformers.XLMWithLMHeadModel method) (transformers.XLNetLMHeadModel method)

get_special_tokens_mask() (transformers.AlbertTokenizer method) (transformers.BertTokenizer method) (transformers.CamembertTokenizer method) (transformers.PreTrainedTokenizer method) (transformers.RobertaTokenizer method) (transformers.T5Tokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method) get_test_examples() (transformers.data.processors.utils.DataProcessor method) get_train_examples() (transformers.data.processors.squad.SquadProcessor method) (transformers.data.processors.utils.DataProcessor method) get_vocab() (transformers.PreTrainedTokenizer method) (transformers.ReformerTokenizer method) glue_convert_examples_to_features() (in module transformers.data.processors.glue) GPT2Config (class in transformers) GPT2DoubleHeadsModel (class in transformers) GPT2LMHeadModel (class in transformers) GPT2Model (class in transformers) GPT2Tokenizer (class in transformers) GPT2TokenizerFast (class in transformers) GradientAccumulator (class in transformers)

I

init_weights() (transformers.PreTrainedModel method) InputExample (class in transformers.data.processors.utils)

InputFeatures (class in transformers.data.processors.utils) is_valid_mbart() (transformers.BartConfig method)

L

load_tf_weights() (transformers.AlbertModel method) LongformerConfig (class in transformers) LongformerForMaskedLM (class in transformers) LongformerForMultipleChoice (class in transformers)

LongformerForQuestionAnswering (class in transformers) LongformerForTokenClassification (class in transformers) LongformerModel (class in transformers) LongformerTokenizer (class in transformers)

M

MarianMTModel (class in transformers)

MarianTokenizer (class in transformers) max_len() (transformers.PreTrainedTokenizer property)

N

NerPipeline (class in transformers)

num_special_tokens_to_add() (transformers.PreTrainedTokenizer method)

O

OpenAIGPTConfig (class in transformers) OpenAIGPTDoubleHeadsModel (class in transformers) OpenAIGPTLMHeadModel (class in transformers)

OpenAIGPTModel (class in transformers) OpenAIGPTTokenizer (class in transformers) OpenAIGPTTokenizerFast (class in transformers)

P

Pipeline (class in transformers) pipeline (class in transformers) predict() (transformers.Pipeline method) prepare_for_model() (transformers.PreTrainedTokenizer method) prepare_for_tokenization() (transformers.PreTrainedTokenizer method)

prepare_translation_batch() (transformers.MarianTokenizer method) PretrainedConfig (class in transformers) PreTrainedModel (class in transformers) PreTrainedTokenizer (class in transformers) prune_heads() (transformers.PreTrainedModel method) (transformers.TFPreTrainedModel method)

Q

QuestionAnsweringPipeline (class in transformers)

R

ReformerConfig (class in transformers) ReformerModel (class in transformers) ReformerModelWithLMHead (class in transformers) ReformerTokenizer (class in transformers) resize_token_embeddings() (transformers.PreTrainedModel method) (transformers.TFPreTrainedModel method) RobertaConfig (class in transformers)

RobertaForMaskedLM (class in transformers) RobertaForMultipleChoice (class in transformers) RobertaForSequenceClassification (class in transformers) RobertaForTokenClassification (class in transformers) RobertaModel (class in transformers) RobertaTokenizer (class in transformers) RobertaTokenizerFast (class in transformers)

S

save_pretrained() (transformers.Pipeline method) (transformers.PretrainedConfig method) (transformers.PreTrainedModel method) (transformers.PreTrainedTokenizer method) (transformers.TFPreTrainedModel method) (transformers.TransfoXLTokenizerFast method) save_vocabulary() (transformers.AlbertTokenizer method) (transformers.BertTokenizer method) (transformers.CamembertTokenizer method) (transformers.CTRLTokenizer method) (transformers.GPT2Tokenizer method) (transformers.OpenAIGPTTokenizer method) (transformers.PreTrainedTokenizer method) (transformers.ReformerTokenizer method) (transformers.RobertaTokenizer method) (transformers.T5Tokenizer method) (transformers.TransfoXLTokenizer method) (transformers.XLMRobertaTokenizer method) (transformers.XLMTokenizer method) (transformers.XLNetTokenizer method) set_input_embeddings() (transformers.AlbertModel method) (transformers.BertModel method) (transformers.CTRLModel method) (transformers.DistilBertModel method) (transformers.ElectraModel method) (transformers.GPT2Model method) (transformers.OpenAIGPTModel method) (transformers.PreTrainedModel method) (transformers.ReformerModel method) (transformers.RobertaModel method) (transformers.T5ForConditionalGeneration method) (transformers.T5Model method) (transformers.TransfoXLModel method) (transformers.XLMModel method) (transformers.XLNetModel method)

sp_model (transformers.AlbertTokenizer attribute) (transformers.CamembertTokenizer attribute) (transformers.XLMRobertaTokenizer attribute) (transformers.XLNetTokenizer attribute) squad_convert_examples_to_features() (in module transformers.data.processors.squad) SquadProcessor (class in transformers.data.processors.squad) step() (transformers.AdamW method) SummarizationPipeline (class in transformers)

T

T5Config (class in transformers) T5ForConditionalGeneration (class in transformers) T5Model (class in transformers) T5Tokenizer (class in transformers) TextClassificationPipeline (class in transformers) TextGenerationPipeline (class in transformers) TFAlbertForMaskedLM (class in transformers) TFAlbertForMultipleChoice (class in transformers) TFAlbertForQuestionAnswering (class in transformers) TFAlbertForSequenceClassification (class in transformers) TFAlbertModel (class in transformers) TFBertForMaskedLM (class in transformers) TFBertForMultipleChoice (class in transformers) TFBertForNextSentencePrediction (class in transformers) TFBertForPreTraining (class in transformers) TFBertForQuestionAnswering (class in transformers) TFBertForSequenceClassification (class in transformers) TFBertForTokenClassification (class in transformers) TFBertModel (class in transformers) TFCamembertForMaskedLM (class in transformers) TFCamembertForSequenceClassification (class in transformers) TFCamembertForTokenClassification (class in transformers) TFCamembertModel (class in transformers) TFCTRLLMHeadModel (class in transformers) TFCTRLModel (class in transformers) TFDistilBertForMaskedLM (class in transformers) TFDistilBertForQuestionAnswering (class in transformers) TFDistilBertForSequenceClassification (class in transformers) TFDistilBertModel (class in transformers) tfds_map() (transformers.data.processors.utils.DataProcessor method) TFElectraForMaskedLM (class in transformers) TFElectraForPreTraining (class in transformers) TFElectraForTokenClassification (class in transformers) TFElectraModel (class in transformers) TFGPT2DoubleHeadsModel (class in transformers) TFGPT2LMHeadModel (class in transformers) TFGPT2Model (class in transformers) TFOpenAIGPTDoubleHeadsModel (class in transformers) TFOpenAIGPTLMHeadModel (class in transformers) TFOpenAIGPTModel (class in transformers)

TFPreTrainedModel (class in transformers) TFRobertaForMaskedLM (class in transformers) TFRobertaForSequenceClassification (class in transformers) TFRobertaForTokenClassification (class in transformers) TFRobertaModel (class in transformers) TFT5ForConditionalGeneration (class in transformers) TFT5Model (class in transformers) TFTransfoXLLMHeadModel (class in transformers) TFTransfoXLModel (class in transformers) TFXLMForQuestionAnsweringSimple (class in transformers) TFXLMForSequenceClassification (class in transformers) TFXLMModel (class in transformers) TFXLMRobertaForMaskedLM (class in transformers) TFXLMRobertaForSequenceClassification (class in transformers) TFXLMRobertaForTokenClassification (class in transformers) TFXLMRobertaModel (class in transformers) TFXLMWithLMHeadModel (class in transformers) TFXLNetForQuestionAnsweringSimple (class in transformers) TFXLNetForSequenceClassification (class in transformers) TFXLNetLMHeadModel (class in transformers) TFXLNetModel (class in transformers) tie_weights() (transformers.AlbertForMaskedLM method) (transformers.EncoderDecoderModel method) (transformers.PreTrainedModel method) (transformers.ReformerModelWithLMHead method) (transformers.TransfoXLLMHeadModel method) to_dict() (transformers.EncoderDecoderConfig method) (transformers.PretrainedConfig 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) tokenize() (transformers.PreTrainedTokenizer method) transform() (transformers.Pipeline method) TransfoXLConfig (class in transformers) TransfoXLLMHeadModel (class in transformers) TransfoXLModel (class in transformers) TransfoXLTokenizer (class in transformers) TransfoXLTokenizerFast (class in transformers) truncate_sequences() (transformers.PreTrainedTokenizer method)

U

update() (transformers.PretrainedConfig method)

V

vocab_size() (transformers.PreTrainedTokenizer property) (transformers.ReformerTokenizer property)

W

WarmUp (class in transformers)

X

XLMConfig (class in transformers) XLMForQuestionAnswering (class in transformers) XLMForQuestionAnsweringSimple (class in transformers) XLMForSequenceClassification (class in transformers) XLMModel (class in transformers) XLMRobertaConfig (class in transformers) XLMRobertaForMaskedLM (class in transformers) XLMRobertaForMultipleChoice (class in transformers) XLMRobertaForSequenceClassification (class in transformers) XLMRobertaForTokenClassification (class in transformers) XLMRobertaModel (class in transformers)

XLMRobertaTokenizer (class in transformers) XLMTokenizer (class in transformers) XLMWithLMHeadModel (class in transformers) XLNetConfig (class in transformers) XLNetForMultipleChoice (class in transformers) XLNetForQuestionAnswering (class in transformers) XLNetForQuestionAnsweringSimple (class in transformers) XLNetForSequenceClassification (class in transformers) XLNetForTokenClassification (class in transformers) XLNetLMHeadModel (class in transformers) XLNetModel (class in transformers) XLNetTokenizer (class in transformers)