Index

A

after_epoch() (easynlp.core.trainer.Trainer method) after_iter() (easynlp.core.trainer.Trainer method) after_train() (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method) align_dkplm_input() (easynlp.appzoo.language_modeling.data.LanguageModelingDataset method)

attentions (easynlp.modelzoo.models.bert.modeling_bert.BertForPreTrainingOutput attribute) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmForPreTrainingOutput attribute) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModelOutput attribute) attr_set() (in easynlp.appzoo.geep_classification.model) autocast_context_manager() (easynlp.core.trainer.Trainer method)

B

batch_fn() (easynlp.appzoo.language_modeling.data.LanguageModelingDataset method) (easynlp.appzoo.sequence_classification.data.ClassificationDataset method) (easynlp.appzoo.sequence_labeling.data.SequenceLabelingDataset method) (easynlp.distillation.distill_metakd_dataset.MetakdSentiClassificationDataset method) (easynlp.fewshot_learning.fewshot_dataset.FewshotBaseDataset method) before_epoch() (easynlp.core.trainer.Trainer method) before_iter() (easynlp.core.trainer.Trainer method)

bert_labeling_convert_example_to_feature() (in easynlp.appzoo.sequence_labeling.data) BertAdam (class in easynlp.core.optimizers) BertConfig (class in easynlp.modelzoo.models.bert.modeling_bert) BertForNextSentencePrediction (class in easynlp.modelzoo.models.bert.modeling_bert) BertForPreTrainingOutput (class in easynlp.modelzoo.models.bert.modeling_bert) BertLMHeadModel (class in easynlp.modelzoo.models.bert.modeling_bert) BertModel (class in easynlp.modelzoo.models.bert.modeling_bert)

C

CircleLoss (class in easynlp.fewshot_learning.fewshot_application) ClassificationDataset (class in easynlp.appzoo.sequence_classification.data) compute_loss() (easynlp.appzoo.geep_classification.model.GEEPClassification method) (easynlp.appzoo.language_modeling.model.LanguageModeling method) (easynlp.appzoo.sequence_classification.model.SequenceClassification method) (easynlp.appzoo.sequence_classification.model.SequenceMultiLabelClassification method) (easynlp.appzoo.sequence_labeling.model.SequenceLabeling method) (easynlp.appzoo.text_match.model.TextMatch method) (easynlp.appzoo.text_match.model.TextMatchTwoTower method) (easynlp.appzoo.text_match.model.TextMatchTwoTowerV1 method) (easynlp.distillation.distill_application.DistillatoryBaseApplication method) (easynlp.distillation.meta_modeling.MetaStudentForSequenceClassification method) (easynlp.distillation.meta_modeling.MetaTeacherForSequenceClassification method) (easynlp.fewshot_learning.fewshot_application.CPTClassification method) (easynlp.fewshot_learning.fewshot_application.FewshotClassification method)

convert_single_row_to_example() (easynlp.appzoo.language_modeling.data.LanguageModelingDataset method) (easynlp.appzoo.sequence_classification.data.ClassificationDataset method) (easynlp.appzoo.sequence_labeling.data.SequenceLabelingDataset method) (easynlp.distillation.distill_dataset.DistillatoryBaseDataset method) (easynlp.distillation.distill_metakd_dataset.MetakdSentiClassificationDataset method) (easynlp.fewshot_learning.fewshot_dataset.FewshotBaseDataset method) CPTClassification (class in easynlp.fewshot_learning.fewshot_application) CPTEvaluator (class in easynlp.fewshot_learning.fewshot_evaluator) CptFewshotSequenceClassification (class in easynlp.appzoo.sequence_classification.model) CptFewshotSingleTowerTextMatch (class in easynlp.appzoo.text_match.model) CPTPredictor (class in easynlp.fewshot_learning.fewshot_predictor)

D

DataAugmentation (class in easynlp.appzoo.data_augmentation.model) deparallelize() (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModel method) DistillatoryBaseApplication (class in easynlp.distillation.distill_application) DistillatoryBaseDataset (class in easynlp.distillation.distill_dataset) DistillatoryClassificationDataset (class in easynlp.appzoo.sequence_classification.data) DistillatorySequenceClassification (class in easynlp.appzoo.sequence_classification.model) DistillatoryTextMatch (class in easynlp.appzoo.text_match.model)

DistillatoryTrainer (class in easynlp.core.distiller) dkplm_row_data_process() (easynlp.appzoo.language_modeling.data.LanguageModelingDataset method) DkplmConfig (class in easynlp.modelzoo.models.dkplm.modeling_dkplm) DkplmForNextSentencePrediction (class in easynlp.modelzoo.models.dkplm.modeling_dkplm) DkplmForPreTrainingOutput (class in easynlp.modelzoo.models.dkplm.modeling_dkplm) DkplmLMHeadModel (class in easynlp.modelzoo.models.dkplm.modeling_dkplm) DkplmModel (class in easynlp.modelzoo.models.dkplm.modeling_dkplm)

E

easynlp.appzoo.data_augmentation.model (module) easynlp.appzoo.feature_vectorization.model (module) easynlp.appzoo.geep_classification.model (module) easynlp.appzoo.language_modeling.data (module) easynlp.appzoo.language_modeling.model (module) easynlp.appzoo.sequence_classification.data (module) easynlp.appzoo.sequence_classification.model (module) easynlp.appzoo.sequence_labeling.data (module) easynlp.appzoo.sequence_labeling.model (module) easynlp.appzoo.text_match.model (module) easynlp.utils.initializer (module)

easynlp.utils.losses.cross_entropy (module) easynlp.utils.losses.matching_embedding_hinge_loss (module) easynlp.utils.losses.mse_loss (module) easynlp.utils.losses.multi_label_sigmoid_cross_entropy (module) easynlp.utils.losses.soft_input_cross_entropy (module) easynlp.utils.losses.vanilla_loss (module) eval_metrics (easynlp.core.evaluator.Evaluator attribute) (easynlp.fewshot_learning.fewshot_dataset.FewshotBaseDataset attribute) evaluate() (easynlp.core.evaluator.Evaluator method) (easynlp.fewshot_learning.fewshot_evaluator.CPTEvaluator method) (easynlp.fewshot_learning.fewshot_evaluator.PromptEvaluator method) Evaluator (class in easynlp.core.evaluator)

F

FeatureVectorization (class in easynlp.appzoo.feature_vectorization.model) FewshotBaseDataset (class in easynlp.fewshot_learning.fewshot_dataset) FewshotClassification (class in easynlp.fewshot_learning.fewshot_application) FewshotPyModelPredictor (class in easynlp.fewshot_learning.fewshot_predictor) FewshotSequenceClassification (class in easynlp.appzoo.sequence_classification.model) FewshotSequenceClassificationDataset (class in easynlp.appzoo.sequence_classification.data) FewshotSingleTowerTextMatch (class in easynlp.appzoo.text_match.model) forward() (easynlp.appzoo.data_augmentation.model.DataAugmentation method) (easynlp.appzoo.feature_vectorization.model.FeatureVectorization method) (easynlp.appzoo.geep_classification.model.GEEPClassification method) (easynlp.appzoo.geep_classification.model.GEEPClassifier method) (easynlp.appzoo.geep_classification.model.MultiHeadedAttention method) (easynlp.appzoo.language_modeling.model.LanguageModeling method) (easynlp.appzoo.sequence_classification.model.SequenceClassification method) (easynlp.appzoo.sequence_labeling.model.SequenceLabeling method) (easynlp.appzoo.text_match.model.TextMatch method) (easynlp.appzoo.text_match.model.TextMatchTwoTower method) (easynlp.appzoo.text_match.model.TextMatchTwoTowerV1 method) (easynlp.distillation.meta_modeling.MetaStudentForSequenceClassification method) (easynlp.distillation.meta_modeling.MetaTeacherForSequenceClassification method) (easynlp.fewshot_learning.fewshot_application.CPTClassification method) (easynlp.fewshot_learning.fewshot_application.CircleLoss method) (easynlp.fewshot_learning.fewshot_application.FewshotClassification method) (easynlp.modelzoo.models.bert.modeling_bert.BertForNextSentencePrediction method) (easynlp.modelzoo.models.bert.modeling_bert.BertLMHeadModel method) (easynlp.modelzoo.models.bert.modeling_bert.BertModel method) (easynlp.modelzoo.models.cnn.TextCNNEncoder method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmForNextSentencePrediction method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmLMHeadModel method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmModel method) (easynlp.modelzoo.models.geep.modeling_geep.GEEPModel method) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModel method) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaForCausalLM method) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaModel method)

from_pretrained() (easynlp.appzoo.geep_classification.model.GEEPClassification class method) (easynlp.fewshot_learning.fewshot_application.FewshotClassification class method)

G

GEEPClassification (class in easynlp.appzoo.geep_classification.model) GEEPClassifier (class in easynlp.appzoo.geep_classification.model) GEEPModel (class in easynlp.modelzoo.models.geep.modeling_geep) get_current_lr() (easynlp.core.optimizers.BertAdam method) get_input_embeddings() (easynlp.modelzoo.models.bert.modeling_bert.BertModel method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmModel method) (easynlp.modelzoo.models.geep.modeling_geep.GEEPModel method) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaModel method)

get_lr() (easynlp.core.optimizers.BertAdam method) get_output_embeddings() (easynlp.modelzoo.models.bert.modeling_bert.BertLMHeadModel method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmLMHeadModel method) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModel method) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaForCausalLM method) GPT2Config (class in easynlp.modelzoo.models.gpt2.modeling_gpt2) GPT2DoubleHeadsModel (class in easynlp.modelzoo.models.gpt2.modeling_gpt2) GPT2DoubleHeadsModelOutput (class in easynlp.modelzoo.models.gpt2.modeling_gpt2)

H

hidden_size (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2Config attribute) hidden_states (easynlp.modelzoo.models.bert.modeling_bert.BertForPreTrainingOutput attribute) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmForPreTrainingOutput attribute) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModelOutput attribute)

I

init_odps_io() (in easynlp.utils.initializer) init_oss_io() (in easynlp.utils.initializer) init_weights() (easynlp.appzoo.sequence_classification.model.SequenceClassification method) (easynlp.appzoo.sequence_labeling.model.SequenceLabeling method) (easynlp.appzoo.text_match.model.TextMatch method) (easynlp.appzoo.text_match.model.TextMatchTwoTower method) (easynlp.appzoo.text_match.model.TextMatchTwoTowerV1 method) (easynlp.distillation.meta_modeling.MetaTeacherForSequenceClassification method)

initialize_easynlp() (in easynlp.utils.initializer) InputExample (class in easynlp.appzoo.sequence_labeling.data)

K

keys_to_ignore_at_inference (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2Config attribute)

L

label_enumerate_values (easynlp.appzoo.sequence_classification.data.ClassificationDataset attribute) (easynlp.appzoo.sequence_labeling.data.SequenceLabelingDataset attribute) (easynlp.distillation.distill_metakd_dataset.MetakdSentiClassificationDataset attribute) (easynlp.fewshot_learning.fewshot_dataset.FewshotBaseDataset attribute) LabelingFeatures (class in easynlp.appzoo.sequence_labeling.data) LanguageModeling (class in easynlp.appzoo.language_modeling.model) LanguageModelingDataset (class in easynlp.appzoo.language_modeling.data) learning_rate (easynlp.core.trainer.Trainer attribute) (easynlp.core.trainer_vanilla.VanillaTrainer attribute)

load_bin_file() (easynlp.distillation.distill_dataset.DistillatoryBaseDataset method) log_train_infos() (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method) logits (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModelOutput attribute) loss (easynlp.modelzoo.models.bert.modeling_bert.BertForPreTrainingOutput attribute) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmForPreTrainingOutput attribute) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModelOutput attribute)

M

mask_tokens() (easynlp.appzoo.language_modeling.data.LanguageModelingDataset method) max_position_embeddings (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2Config attribute) mc_logits (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModelOutput attribute) mc_loss (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModelOutput attribute) MetaDistillationTrainer (class in easynlp.core.distiller) MetakdSentiClassificationDataset (class in easynlp.distillation.distill_metakd_dataset) MetaStudentForSequenceClassification (class in easynlp.distillation.meta_modeling) MetaTeacherForSequenceClassification (class in easynlp.distillation.meta_modeling)

MetaTeacherTrainer (class in easynlp.core.distiller) model_module (easynlp.core.trainer.Trainer attribute) (easynlp.core.trainer_vanilla.VanillaTrainer attribute) model_type (easynlp.modelzoo.models.bert.modeling_bert.BertConfig attribute) (easynlp.modelzoo.models.cnn.TextCNNConfig attribute) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmConfig attribute) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2Config attribute) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaConfig attribute) MultiHeadedAttention (class in easynlp.appzoo.geep_classification.model)

N

num_attention_heads (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2Config attribute)

num_hidden_layers (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2Config attribute)

O

optimizer_step() (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method)

P

parallelize() (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModel method) past_key_values (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModelOutput attribute) postprocess() (easynlp.fewshot_learning.fewshot_predictor.CPTPredictor method) (easynlp.fewshot_learning.fewshot_predictor.PromptPredictor method) predict() (easynlp.fewshot_learning.fewshot_predictor.CPTPredictor method) (easynlp.fewshot_learning.fewshot_predictor.FewshotPyModelPredictor method) (easynlp.fewshot_learning.fewshot_predictor.PromptPredictor method) prediction_logits (easynlp.modelzoo.models.bert.modeling_bert.BertForPreTrainingOutput attribute) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmForPreTrainingOutput attribute)

prepare_inputs_for_generation() (easynlp.modelzoo.models.bert.modeling_bert.BertLMHeadModel method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmLMHeadModel method) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModel method) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaForCausalLM method) preprocess() (easynlp.fewshot_learning.fewshot_predictor.CPTPredictor method) (easynlp.fewshot_learning.fewshot_predictor.PromptPredictor method) PromptEvaluator (class in easynlp.fewshot_learning.fewshot_evaluator) PromptPredictor (class in easynlp.fewshot_learning.fewshot_predictor)

R

readlines_from_file() (easynlp.distillation.distill_metakd_dataset.MetakdSentiClassificationDataset method) resume_from_ckpt() (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method)

RobertaConfig (class in easynlp.modelzoo.models.roberta.modeling_roberta) RobertaForCausalLM (class in easynlp.modelzoo.models.roberta.modeling_roberta) RobertaModel (class in easynlp.modelzoo.models.roberta.modeling_roberta)

S

save_checkpoint() (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method) seq_relationship_logits (easynlp.modelzoo.models.bert.modeling_bert.BertForPreTrainingOutput attribute) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmForPreTrainingOutput attribute) SequenceClassification (class in easynlp.appzoo.sequence_classification.model) SequenceLabeling (class in easynlp.appzoo.sequence_labeling.model) SequenceLabelingDataset (class in easynlp.appzoo.sequence_labeling.data) SequenceMultiLabelClassification (class in easynlp.appzoo.sequence_classification.model) set_input_embeddings() (easynlp.modelzoo.models.bert.modeling_bert.BertModel method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmModel method) (easynlp.modelzoo.models.geep.modeling_geep.GEEPModel method) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaModel method)

set_model_and_optimizer() (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method) set_output_embeddings() (easynlp.modelzoo.models.bert.modeling_bert.BertLMHeadModel method) (easynlp.modelzoo.models.dkplm.modeling_dkplm.DkplmLMHeadModel method) (easynlp.modelzoo.models.gpt2.modeling_gpt2.GPT2DoubleHeadsModel method) (easynlp.modelzoo.models.roberta.modeling_roberta.RobertaForCausalLM method) set_teacher_model() (easynlp.core.distiller.MetaDistillationTrainer method) set_tensorboard() (easynlp.core.trainer.Trainer method) set_train_loader() (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method) step() (easynlp.core.optimizers.BertAdam method)

T

TextCNNConfig (class in easynlp.modelzoo.models.cnn) TextCNNEncoder (class in easynlp.modelzoo.models.cnn) TextMatch (class in easynlp.appzoo.text_match.model) TextMatchTwoTower (class in easynlp.appzoo.text_match.model) TextMatchTwoTowerV1 (class in easynlp.appzoo.text_match.model)

train() (easynlp.core.distiller.DistillatoryTrainer method) (easynlp.core.distiller.MetaDistillationTrainer method) (easynlp.core.distiller.MetaTeacherTrainer method) (easynlp.core.trainer.Trainer method) (easynlp.core.trainer_vanilla.VanillaTrainer method) Trainer (class in easynlp.core.trainer)

V

VanillaTrainer (class in easynlp.core.trainer_vanilla)

W

write_args_to_tensorboard() (in easynlp.utils.initializer)