Index

A

Accumulator (class in mindnlp.modules.accumulator) Accuracy (class in mindnlp.metrics.accuracy) accuracy_fn() (in module mindnlp.metrics.accuracy) add_callback() (mindnlp.engine.trainer.Trainer method) AdditiveAttention (class in mindnlp.modules.attentions) AG_NEWS() (in module mindnlp.dataset.text_classification.agnews) AG_NEWS_Process() (in module mindnlp.dataset.text_classification.agnews) Agnews (class in mindnlp.dataset.text_classification.agnews)

Amazonreviewfull (class in mindnlp.dataset.text_classification.amazonreviewfull) AmazonReviewFull() (in module mindnlp.dataset.text_classification.amazonreviewfull) AmazonReviewFull_Process() (in module mindnlp.dataset.text_classification.amazonreviewfull) Amazonreviewpolarity (class in mindnlp.dataset.text_classification.amazonreviewpolarity) AmazonReviewPolarity() (in module mindnlp.dataset.text_classification.amazonreviewpolarity) AmazonReviewPolarity_Process() (in module mindnlp.dataset.text_classification.amazonreviewpolarity) append_token() (mindnlp.vocab.vocab.Vocab method) Attention (class in mindnlp.models.gpt)

B

backward_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) backward_end() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) BartTokenizer (class in mindnlp.transforms.tokenizers) BaseModel (class in mindnlp.abc) BasicTokenizer (class in mindnlp.transforms.tokenizers) batch_decode() (mindnlp.transforms.tokenizers.OPTTokenizer method) BertAttention (class in mindnlp.models.bert) BertConfig (class in mindnlp.models.bert) BertEmbeddings (class in mindnlp.models.bert) BertEncoder (class in mindnlp.models.bert) BertForPretraining (class in mindnlp.models.bert) BertForSentimentAnalysis (class in mindnlp.workflow) BertForSequenceClassification (class in mindnlp.models.bert) BertIntermediate (class in mindnlp.models.bert) BertLayer (class in mindnlp.models.bert)

BertLMPredictionHead (class in mindnlp.models.bert) BertModel (class in mindnlp.models.bert) BertTokenizer (class in mindnlp.transforms.tokenizers) BestModelCallback (class in mindnlp.engine.callbacks.best_model_callback) BinaryAttention (class in mindnlp.modules.attentions) bleu_fn() (in module mindnlp.metrics.bleu) BleuScore (class in mindnlp.metrics.bleu) Block (class in mindnlp.models.gpt) bpe() (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method) build_inputs_with_special_tokens() (mindnlp.transforms.tokenizers.ChatGLMTokenizer method) (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method) built-in function mindnlp.dataset.load() mindnlp.dataset.process()

C

cache_file() (in module mindnlp.utils.download) cached_path() (in module mindnlp.utils.download) Callback (class in mindnlp.abc) CallbackManager (class in mindnlp.engine.callbacks.callback_manager) CellUtilMixin (class in mindnlp.abc) ChatGLMTokenizer (class in mindnlp.transforms.tokenizers) check_md5() (in module mindnlp.utils.download) CheckpointCallback (class in mindnlp.engine.callbacks.checkpoint_callback) clear() (mindnlp.metrics.accuracy.Accuracy method) (mindnlp.metrics.bleu.BleuScore method) (mindnlp.metrics.confusion_matrix.ConfusionMatrix method) (mindnlp.metrics.distinct.Distinct method) (mindnlp.metrics.em_score.EmScore method) (mindnlp.metrics.f1.F1Score method) (mindnlp.metrics.matthews.MatthewsCorrelation method) (mindnlp.metrics.pearson.PearsonCorrelation method) (mindnlp.metrics.perplexity.Perplexity method) (mindnlp.metrics.precision.Precision method) (mindnlp.metrics.recall.Recall method) (mindnlp.metrics.rouge.RougeL method) (mindnlp.metrics.rouge.RougeN method) (mindnlp.metrics.spearman.SpearmanCorrelation method) clear_metrics() (mindnlp.engine.evaluator.Evaluator method) CMRC2018Loss (class in mindnlp.modules.loss) CNNEncoder (class in mindnlp.modules.encoder.cnn_encoder) CodeGenTokenizer (class in mindnlp.transforms.tokenizers) Cola (class in mindnlp.dataset.text_classification.cola) CoLA() (in module mindnlp.dataset.text_classification.cola) CoLA_Process() (in module mindnlp.dataset.text_classification.cola) ColumnParallelLinear (class in mindnlp.parallel.layers) compute_bias() (mindnlp.models.t5.T5Attention method) config_class (mindnlp.models.gpt2.GPT2PreTrainedModel attribute) (mindnlp.models.roberta.RobertaPreTrainedModel attribute) (mindnlp.models.t5.T5PreTrainedModel attribute) confusion_matrix_fn() (in module mindnlp.metrics.confusion_matrix) ConfusionMatrix (class in mindnlp.metrics.confusion_matrix) Conll2000chunking (class in mindnlp.dataset.sequence_tagging.conll2000chunking) CoNLL2000Chunking() (in module mindnlp.dataset.sequence_tagging.conll2000chunking) CoNLL2000Chunking_Process() (in module mindnlp.dataset.sequence_tagging.conll2000chunking) construct() (mindnlp.models.bert.BertAttention method) (mindnlp.models.bert.BertEmbeddings method) (mindnlp.models.bert.BertEncoder method) (mindnlp.models.bert.BertForPretraining method) (mindnlp.models.bert.BertForSequenceClassification method) (mindnlp.models.bert.BertIntermediate method) (mindnlp.models.bert.BertLayer method) (mindnlp.models.bert.BertLMPredictionHead method) (mindnlp.models.bert.BertModel method) (mindnlp.models.ernie.ErnieEmbeddings method) (mindnlp.models.ernie.ErnieModel method) (mindnlp.models.ernie.ErniePooler method) (mindnlp.models.ernie.UIE method) (mindnlp.models.gpt.Attention method) (mindnlp.models.gpt.Block method) (mindnlp.models.gpt.GPTDoubleHeadsModel method) (mindnlp.models.gpt.GPTForSequenceClassification method) (mindnlp.models.gpt.GPTLMHeadModel method) (mindnlp.models.gpt.GPTModel method) (mindnlp.models.gpt.MLP method) (mindnlp.models.gpt2.GPT2Attention method) (mindnlp.models.gpt2.GPT2DoubleHeadsModel method) (mindnlp.models.gpt2.GPT2ForSequenceClassification method) (mindnlp.models.gpt2.GPT2ForTokenClassification method) (mindnlp.models.gpt2.GPT2LMHeadModel method) (mindnlp.models.gpt2.GPT2MLP method) (mindnlp.models.gpt2.GPT2Model method) (mindnlp.models.roberta.RobertaClassificationHead method) (mindnlp.models.roberta.RobertaEmbeddings method) (mindnlp.models.roberta.RobertaForMaskedLM method) (mindnlp.models.roberta.RobertaForMultipleChoice method) (mindnlp.models.roberta.RobertaForSequenceClassification method) (mindnlp.models.roberta.RobertaLMHead method) (mindnlp.models.t5.T5Attention method) (mindnlp.models.t5.T5Block method) (mindnlp.models.t5.T5DenseActDense method) (mindnlp.models.t5.T5DenseGatedActDense method) (mindnlp.models.t5.T5EncoderModel method) (mindnlp.models.t5.T5ForConditionalGeneration method) (mindnlp.models.t5.T5LayerCrossAttention method) (mindnlp.models.t5.T5LayerFF method) (mindnlp.models.t5.T5LayerNorm method) (mindnlp.models.t5.T5LayerSelfAttention method) (mindnlp.models.t5.T5Model method) (mindnlp.models.t5.T5Stack method) (mindnlp.modules.attentions.AdditiveAttention method) (mindnlp.modules.attentions.BinaryAttention method) (mindnlp.modules.attentions.CosineAttention method) (mindnlp.modules.attentions.LinearAttention method) (mindnlp.modules.attentions.LocationAwareAttention method) (mindnlp.modules.attentions.ScaledDotAttention method) (mindnlp.modules.attentions.SelfAttention method) (mindnlp.modules.crf.CRF method) (mindnlp.modules.decoder.rnn_decoder.RNNDecoder method) (mindnlp.modules.embeddings.Fasttext method) (mindnlp.modules.embeddings.Glove method) (mindnlp.modules.encoder.cnn_encoder.CNNEncoder method) (mindnlp.modules.encoder.rnn_encoder.RNNEncoder method) (mindnlp.modules.loss.CMRC2018Loss method) (mindnlp.modules.loss.RDropLoss method) (mindnlp.parallel.layers.ColumnParallelLinear method) (mindnlp.parallel.layers.ParallelEmbedding method) (mindnlp.parallel.layers.RowParallelLinear method) (mindnlp.parallel.layers.VocabParallelEmbedding method)

convert_tokens_to_ids() (mindnlp.transforms.tokenizers.XLMTokenizer method) convert_tokens_to_string() (mindnlp.transforms.tokenizers.ChatGLMTokenizer method) convert_torch_to_mindspore() (mindnlp.models.gpt2.GPT2PreTrainedModel method) (mindnlp.models.t5.T5PreTrainedModel method) CosineAttention (class in mindnlp.modules.attentions) count_ngram() (in module mindnlp.metrics.bleu) create_token_type_ids_from_sequences() (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method) CRF (class in mindnlp.modules.crf)

D

Dbpedia (class in mindnlp.dataset.text_classification.dbpedia) DBpedia() (in module mindnlp.dataset.text_classification.dbpedia) DBpedia_Process() (in module mindnlp.dataset.text_classification.dbpedia) DecoderBase (class in mindnlp.abc)

Distinct (class in mindnlp.metrics.distinct) distinct_fn() (in module mindnlp.metrics.distinct) do_lower_case (mindnlp.transforms.tokenizers.XLMTokenizer property) ds_sink_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) ds_sink_end() (mindnlp.engine.callbacks.callback_manager.CallbackManager method)

E

EarlyStopCallback (class in mindnlp.engine.callbacks.earlystop_callback) em_score_fn() (in module mindnlp.metrics.em_score) EmScore (class in mindnlp.metrics.em_score) encode_plus() (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method) EncoderBase (class in mindnlp.abc) EncoderNoRepeatNGramLogitsProcessor (class in mindnlp.generation.logits_process) EncoderRepetitionPenaltyLogitsProcessor (class in mindnlp.generation.logits_process) end_token_id (mindnlp.transforms.tokenizers.ChatGLMTokenizer property) end_transitions (mindnlp.modules.crf.CRF attribute) ErnieConfig (class in mindnlp.models.ernie) ErnieEmbeddings (class in mindnlp.models.ernie) ErnieModel (class in mindnlp.models.ernie) ErniePooler (class in mindnlp.models.ernie) ErnieTokenizer (class in mindnlp.transforms.tokenizers) eval() (mindnlp.metrics.accuracy.Accuracy method) (mindnlp.metrics.bleu.BleuScore method) (mindnlp.metrics.confusion_matrix.ConfusionMatrix method) (mindnlp.metrics.distinct.Distinct method) (mindnlp.metrics.em_score.EmScore method) (mindnlp.metrics.f1.F1Score method) (mindnlp.metrics.matthews.MatthewsCorrelation method) (mindnlp.metrics.pearson.PearsonCorrelation method) (mindnlp.metrics.perplexity.Perplexity method) (mindnlp.metrics.precision.Precision method) (mindnlp.metrics.recall.Recall method) (mindnlp.metrics.rouge.RougeL method) (mindnlp.metrics.rouge.RougeN method) (mindnlp.metrics.spearman.SpearmanCorrelation method)

evaluate() (mindnlp.engine.trainer.Trainer method) evaluate_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) evaluate_end() (mindnlp.engine.callbacks.best_model_callback.BestModelCallback method) (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.earlystop_callback.EarlyStopCallback method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) evaluate_loop() (mindnlp.engine.trainer.Trainer method) Evaluator (class in mindnlp.engine.evaluator) exception() (mindnlp.engine.callbacks.best_model_callback.BestModelCallback method) (mindnlp.engine.callbacks.callback_manager.CallbackManager method) execute_py() (mindnlp.transforms.tokenizers.BartTokenizer method) (mindnlp.transforms.tokenizers.BasicTokenizer method) (mindnlp.transforms.tokenizers.BertTokenizer method) (mindnlp.transforms.tokenizers.ChatGLMTokenizer method) (mindnlp.transforms.tokenizers.CodeGenTokenizer method) (mindnlp.transforms.tokenizers.ErnieTokenizer method) (mindnlp.transforms.tokenizers.GPT2Tokenizer method) (mindnlp.transforms.tokenizers.GPTTokenizer method) (mindnlp.transforms.tokenizers.LongformerTokenizer method) (mindnlp.transforms.tokenizers.MegatronBertTokenizer method) (mindnlp.transforms.tokenizers.MobileBertTokenizer method) (mindnlp.transforms.tokenizers.NezhaTokenizer method) (mindnlp.transforms.tokenizers.OPTTokenizer method) (mindnlp.transforms.tokenizers.RobertaTokenizer method) (mindnlp.transforms.tokenizers.T5Tokenizer method) (mindnlp.transforms.tokenizers.TinyBertTokenizer method) (mindnlp.transforms.tokenizers.UIETokenizer method) ExponentialDecayLengthPenalty (class in mindnlp.generation.logits_process) extract_features() (mindnlp.modules.decoder.rnn_decoder.RNNDecoder method)

F

f1_score_fn() (in module mindnlp.metrics.f1) F1Score (class in mindnlp.metrics.f1) Fasttext (class in mindnlp.modules.embeddings) fetch_data_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) fetch_data_end() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) ForcedBOSTokenLogitsProcessor (class in mindnlp.generation.logits_process) ForcedEOSTokenLogitsProcessor (class in mindnlp.generation.logits_process)

ForceTokensLogitsProcessor (class in mindnlp.generation.logits_process) format_timer() (mindnlp.engine.callbacks.timer_callback.TimerCallback method) forward_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) forward_end() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) from_dataset() (mindnlp.vocab.vocab.Vocab class method) from_pretrained() (mindnlp.modules.embeddings.Fasttext class method) (mindnlp.modules.embeddings.Glove class method) (mindnlp.vocab.vocab.Vocab class method)

G

GenerationMixin (class in mindnlp.abc) get_cache_path() (in module mindnlp.utils.download) get_checkpoint_shard_files() (in module mindnlp.utils.download) get_decoder() (mindnlp.models.t5.T5ForConditionalGeneration method) (mindnlp.models.t5.T5Model method) get_encoder() (mindnlp.models.t5.T5EncoderModel method) (mindnlp.models.t5.T5ForConditionalGeneration method) (mindnlp.models.t5.T5Model method) get_filepath() (in module mindnlp.utils.download) get_from_cache() (in module mindnlp.utils.download) get_head_mask() (mindnlp.models.gpt2.GPT2PreTrainedModel method) get_input_dim() (mindnlp.modules.encoder.cnn_encoder.CNNEncoder method) get_input_embeddings() (mindnlp.models.bert.BertModel method) (mindnlp.models.ernie.ErnieModel method) (mindnlp.models.gpt.GPTModel method) (mindnlp.models.gpt2.GPT2Model method) (mindnlp.models.t5.T5EncoderModel method) (mindnlp.models.t5.T5ForConditionalGeneration method) (mindnlp.models.t5.T5Model method) (mindnlp.models.t5.T5PreTrainedModel method) (mindnlp.models.t5.T5Stack method) get_master_weight() (mindnlp.parallel.layers.ColumnParallelLinear method) (mindnlp.parallel.layers.RowParallelLinear method) get_metric_name() (mindnlp.metrics.accuracy.Accuracy method) (mindnlp.metrics.bleu.BleuScore method) (mindnlp.metrics.confusion_matrix.ConfusionMatrix method) (mindnlp.metrics.distinct.Distinct method) (mindnlp.metrics.em_score.EmScore method) (mindnlp.metrics.f1.F1Score method) (mindnlp.metrics.matthews.MatthewsCorrelation method) (mindnlp.metrics.pearson.PearsonCorrelation method) (mindnlp.metrics.perplexity.Perplexity method) (mindnlp.metrics.precision.Precision method) (mindnlp.metrics.recall.Recall method) (mindnlp.metrics.rouge.RougeL method) (mindnlp.metrics.rouge.RougeN method) (mindnlp.metrics.spearman.SpearmanCorrelation method)

get_output_dim() (mindnlp.modules.encoder.cnn_encoder.CNNEncoder method) get_output_embeddings() (mindnlp.models.gpt.GPTDoubleHeadsModel method) (mindnlp.models.gpt.GPTLMHeadModel method) (mindnlp.models.gpt2.GPT2DoubleHeadsModel method) (mindnlp.models.gpt2.GPT2LMHeadModel method) (mindnlp.models.t5.T5ForConditionalGeneration method) get_position_embeddings() (mindnlp.models.t5.T5PreTrainedModel method) get_special_tokens_mask() (mindnlp.transforms.tokenizers.XLMTokenizer method) get_vocab() (mindnlp.transforms.tokenizers.ChatGLMTokenizer method) Glove (class in mindnlp.modules.embeddings) gmask_token_id (mindnlp.transforms.tokenizers.ChatGLMTokenizer property) GPT2Attention (class in mindnlp.models.gpt2) GPT2Config (class in mindnlp.models.gpt2) GPT2DoubleHeadsModel (class in mindnlp.models.gpt2) GPT2ForSequenceClassification (class in mindnlp.models.gpt2) GPT2ForTokenClassification (class in mindnlp.models.gpt2) GPT2LMHeadModel (class in mindnlp.models.gpt2) GPT2MLP (class in mindnlp.models.gpt2) GPT2Model (class in mindnlp.models.gpt2) GPT2PreTrainedModel (class in mindnlp.models.gpt2) GPT2Tokenizer (class in mindnlp.transforms.tokenizers) GPTConfig (class in mindnlp.models.gpt) GPTDoubleHeadsModel (class in mindnlp.models.gpt) GPTForSequenceClassification (class in mindnlp.models.gpt) GPTLMHeadModel (class in mindnlp.models.gpt) GPTModel (class in mindnlp.models.gpt) GPTTokenizer (class in mindnlp.transforms.tokenizers)

H

HammingDiversityLogitsProcessor (class in mindnlp.generation.logits_process) help() (mindnlp.workflow.work.Work method) HF_GLUE() (in module mindnlp.dataset.hf_datasets.hf_glue) HF_GLUE_Process() (in module mindnlp.dataset.hf_datasets.hf_glue) HF_IMDB() (in module mindnlp.dataset.hf_datasets.hf_imdb) HF_IMDB_Process() (in module mindnlp.dataset.hf_datasets.hf_imdb) HF_Msra_ner() (in module mindnlp.dataset.hf_datasets.hf_msra_ner)

HF_Msra_ner_Process() (in module mindnlp.dataset.hf_datasets.hf_msra_ner) HF_Ptb_text_only() (in module mindnlp.dataset.hf_datasets.hf_ptb_text_only) HF_Ptb_text_only_Process() (in module mindnlp.dataset.hf_datasets.hf_ptb_text_only) HFglue (class in mindnlp.dataset.hf_datasets.hf_glue) HFimdb (class in mindnlp.dataset.hf_datasets.hf_imdb) HFmsra_ner (class in mindnlp.dataset.hf_datasets.hf_msra_ner) HFptb_text_only (class in mindnlp.dataset.hf_datasets.hf_ptb_text_only) http_get() (in module mindnlp.utils.download)

I

IMDB() (in module mindnlp.dataset.text_classification.imdb) IMDB_Process() (in module mindnlp.dataset.text_classification.imdb) InfNanRemoveLogitsProcessor (class in mindnlp.generation.logits_process) is_better_metric_value() (mindnlp.engine.callbacks.best_model_callback.BestModelCallback method) (mindnlp.engine.callbacks.earlystop_callback.EarlyStopCallback method)

IWSLT2016() (in module mindnlp.dataset.machine_translation.iwslt2016) IWSLT2017() (in module mindnlp.dataset.machine_translation.iwslt2017) IWSLT2017_Process() (in module mindnlp.dataset.machine_translation.iwslt2017)

L

label_map (mindnlp.dataset.text_classification.mnli.Mnli attribute) (mindnlp.dataset.text_classification.qnli.Qnli attribute) (mindnlp.dataset.text_classification.rte.Rte attribute) Lcsts (class in mindnlp.dataset.text_generation.lcsts) LCSTS() (in module mindnlp.dataset.text_generation.lcsts) LinearAttention (class in mindnlp.modules.attentions) load() (mindnlp.modules.embeddings.Fasttext class method) (mindnlp.modules.embeddings.Glove class method) load_model() (mindnlp.engine.callbacks.callback_manager.CallbackManager method)

LocationAwareAttention (class in mindnlp.modules.attentions) LogitNormalization (class in mindnlp.generation.logits_process) LogitsProcessor (class in mindnlp.generation.logits_process) LogitsProcessorList (class in mindnlp.generation.logits_process) LogitsWarper (class in mindnlp.generation.logits_process) LongformerTokenizer (class in mindnlp.transforms.tokenizers) lookup_ids() (mindnlp.vocab.vocab.Vocab method) lookup_tokens() (mindnlp.vocab.vocab.Vocab method) LukeTokenizer (class in mindnlp.transforms.tokenizers)

M

match_file() (in module mindnlp.utils.download) matthews_correlation_fn() (in module mindnlp.metrics.matthews) MatthewsCorrelation (class in mindnlp.metrics.matthews) max_length (mindnlp.generation.stopping_criteria.StoppingCriteriaList property) MaxLengthCriteria (class in mindnlp.generation.stopping_criteria) MaxNewTokensCriteria (class in mindnlp.generation.stopping_criteria) MaxTimeCriteria (class in mindnlp.generation.stopping_criteria) MegatronBertTokenizer (class in mindnlp.transforms.tokenizers) merge_heads() (mindnlp.models.gpt.Attention method) Metric (class in mindnlp.abc) mindnlp.dataset.hf_datasets.hf_glue module mindnlp.dataset.hf_datasets.hf_imdb module mindnlp.dataset.hf_datasets.hf_msra_ner module mindnlp.dataset.hf_datasets.hf_ptb_text_only module mindnlp.dataset.load() built-in function mindnlp.dataset.machine_translation.iwslt2016 module mindnlp.dataset.machine_translation.iwslt2017 module mindnlp.dataset.machine_translation.multi30k module mindnlp.dataset.process() built-in function mindnlp.dataset.question_answer.squad1 module mindnlp.dataset.question_answer.squad2 module mindnlp.dataset.sequence_tagging.conll2000chunking module mindnlp.dataset.sequence_tagging.udpos module mindnlp.dataset.text_classification.agnews module mindnlp.dataset.text_classification.amazonreviewfull module mindnlp.dataset.text_classification.amazonreviewpolarity module mindnlp.dataset.text_classification.cola module mindnlp.dataset.text_classification.dbpedia module mindnlp.dataset.text_classification.imdb module mindnlp.dataset.text_classification.mnli module mindnlp.dataset.text_classification.mrpc module mindnlp.dataset.text_classification.qnli module mindnlp.dataset.text_classification.qqp module mindnlp.dataset.text_classification.rte module mindnlp.dataset.text_classification.sogounews module mindnlp.dataset.text_classification.sst2 module mindnlp.dataset.text_classification.stsb module mindnlp.dataset.text_classification.wnli module mindnlp.dataset.text_classification.yahooanswers module mindnlp.dataset.text_classification.yelpreviewfull module mindnlp.dataset.text_classification.yelpreviewpolarity module mindnlp.dataset.text_generation.lcsts module mindnlp.dataset.text_generation.penntreebank module mindnlp.dataset.text_generation.wikitext103 module mindnlp.dataset.text_generation.wikitext2 module mindnlp.engine.callbacks.best_model_callback module mindnlp.engine.callbacks.callback_manager module mindnlp.engine.callbacks.checkpoint_callback module mindnlp.engine.callbacks.earlystop_callback module mindnlp.engine.callbacks.timer_callback module mindnlp.engine.evaluator module mindnlp.engine.trainer module mindnlp.generation.logits_process module mindnlp.generation.stopping_criteria module mindnlp.metrics.accuracy module mindnlp.metrics.bleu module mindnlp.metrics.confusion_matrix module mindnlp.metrics.distinct module mindnlp.metrics.em_score module mindnlp.metrics.f1 module mindnlp.metrics.matthews module mindnlp.metrics.pearson module mindnlp.metrics.perplexity module mindnlp.metrics.precision module mindnlp.metrics.recall module mindnlp.metrics.rouge module mindnlp.metrics.spearman module mindnlp.models.bert module mindnlp.models.ernie module mindnlp.models.gpt module

mindnlp.models.gpt2 module mindnlp.models.roberta module mindnlp.models.t5 module mindnlp.modules.accumulator module mindnlp.modules.attentions module mindnlp.modules.crf module mindnlp.modules.decoder.rnn_decoder module mindnlp.modules.embeddings module mindnlp.modules.encoder.cnn_encoder module mindnlp.modules.encoder.rnn_encoder module mindnlp.modules.loss module mindnlp.modules.rnns module mindnlp.parallel.layers module mindnlp.transforms.tokenizers module mindnlp.utils.decompress module mindnlp.utils.download module mindnlp.vocab.vocab module mindnlp.workflow.work module MinLengthLogitsProcessor (class in mindnlp.generation.logits_process) MinNewTokensLengthLogitsProcessor (class in mindnlp.generation.logits_process) MLP (class in mindnlp.models.gpt) Mnli (class in mindnlp.dataset.text_classification.mnli) MNLI() (in module mindnlp.dataset.text_classification.mnli) MNLI_Process() (in module mindnlp.dataset.text_classification.mnli) MobileBertTokenizer (class in mindnlp.transforms.tokenizers) module mindnlp.dataset.hf_datasets.hf_glue mindnlp.dataset.hf_datasets.hf_imdb mindnlp.dataset.hf_datasets.hf_msra_ner mindnlp.dataset.hf_datasets.hf_ptb_text_only mindnlp.dataset.machine_translation.iwslt2016 mindnlp.dataset.machine_translation.iwslt2017 mindnlp.dataset.machine_translation.multi30k mindnlp.dataset.question_answer.squad1 mindnlp.dataset.question_answer.squad2 mindnlp.dataset.sequence_tagging.conll2000chunking mindnlp.dataset.sequence_tagging.udpos mindnlp.dataset.text_classification.agnews mindnlp.dataset.text_classification.amazonreviewfull mindnlp.dataset.text_classification.amazonreviewpolarity mindnlp.dataset.text_classification.cola mindnlp.dataset.text_classification.dbpedia mindnlp.dataset.text_classification.imdb mindnlp.dataset.text_classification.mnli mindnlp.dataset.text_classification.mrpc mindnlp.dataset.text_classification.qnli mindnlp.dataset.text_classification.qqp mindnlp.dataset.text_classification.rte mindnlp.dataset.text_classification.sogounews mindnlp.dataset.text_classification.sst2 mindnlp.dataset.text_classification.stsb mindnlp.dataset.text_classification.wnli mindnlp.dataset.text_classification.yahooanswers mindnlp.dataset.text_classification.yelpreviewfull mindnlp.dataset.text_classification.yelpreviewpolarity mindnlp.dataset.text_generation.lcsts mindnlp.dataset.text_generation.penntreebank mindnlp.dataset.text_generation.wikitext103 mindnlp.dataset.text_generation.wikitext2 mindnlp.engine.callbacks.best_model_callback mindnlp.engine.callbacks.callback_manager mindnlp.engine.callbacks.checkpoint_callback mindnlp.engine.callbacks.earlystop_callback mindnlp.engine.callbacks.timer_callback mindnlp.engine.evaluator mindnlp.engine.trainer mindnlp.generation.logits_process mindnlp.generation.stopping_criteria mindnlp.metrics.accuracy mindnlp.metrics.bleu mindnlp.metrics.confusion_matrix mindnlp.metrics.distinct mindnlp.metrics.em_score mindnlp.metrics.f1 mindnlp.metrics.matthews mindnlp.metrics.pearson mindnlp.metrics.perplexity mindnlp.metrics.precision mindnlp.metrics.recall mindnlp.metrics.rouge mindnlp.metrics.spearman mindnlp.models.bert mindnlp.models.ernie mindnlp.models.gpt mindnlp.models.gpt2 mindnlp.models.roberta mindnlp.models.t5 mindnlp.modules.accumulator mindnlp.modules.attentions mindnlp.modules.crf mindnlp.modules.decoder.rnn_decoder mindnlp.modules.embeddings mindnlp.modules.encoder.cnn_encoder mindnlp.modules.encoder.rnn_encoder mindnlp.modules.loss mindnlp.modules.rnns mindnlp.parallel.layers mindnlp.transforms.tokenizers mindnlp.utils.decompress mindnlp.utils.download mindnlp.vocab.vocab mindnlp.workflow.work moses_pipeline() (mindnlp.transforms.tokenizers.XLMTokenizer method) moses_punct_norm() (mindnlp.transforms.tokenizers.XLMTokenizer method) moses_tokenize() (mindnlp.transforms.tokenizers.XLMTokenizer method) Mrpc (class in mindnlp.dataset.text_classification.mrpc) MRPC() (in module mindnlp.dataset.text_classification.mrpc) MRPC_Process() (in module mindnlp.dataset.text_classification.mrpc) Multi30k() (in module mindnlp.dataset.machine_translation.multi30k) Multi30k_Process() (in module mindnlp.dataset.machine_translation.multi30k)

N

NezhaTokenizer (class in mindnlp.transforms.tokenizers) NoBadWordsLogitsProcessor (class in mindnlp.generation.logits_process)

NoRepeatNGramLogitsProcessor (class in mindnlp.generation.logits_process) num_special_tokens_to_add() (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method)

O

OPTTokenizer (class in mindnlp.transforms.tokenizers)

output_layer() (mindnlp.modules.decoder.rnn_decoder.RNNDecoder method)

P

pad() (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method) ParallelEmbedding (class in mindnlp.parallel.layers) parse() (mindnlp.transforms.tokenizers.BasicTokenizer method) pearson_correlation_fn() (in module mindnlp.metrics.pearson) PearsonCorrelation (class in mindnlp.metrics.pearson) PennTreebank() (in module mindnlp.dataset.text_generation.penntreebank) Perplexity (class in mindnlp.metrics.perplexity) perplexity_fn() (in module mindnlp.metrics.perplexity) post_decode() (mindnlp.modules.crf.CRF static method) post_init() (mindnlp.models.t5.T5PreTrainedModel method) Precision (class in mindnlp.metrics.precision) precision_fn() (in module mindnlp.metrics.precision) predict() (mindnlp.engine.trainer.Trainer method) predict_loop() (mindnlp.engine.trainer.Trainer method)

predict_step() (mindnlp.engine.trainer.Trainer method) PrefixConstrainedLogitsProcessor (class in mindnlp.generation.logits_process) prepare_decoder_input_ids_from_labels() (mindnlp.models.t5.T5ForConditionalGeneration method) prepare_for_model() (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method) prepare_for_tokenization() (mindnlp.transforms.tokenizers.LukeTokenizer method) prepare_inputs_for_generation() (mindnlp.models.gpt2.GPT2DoubleHeadsModel method) (mindnlp.models.gpt2.GPT2LMHeadModel method) (mindnlp.models.t5.T5ForConditionalGeneration method) preprocess_text() (mindnlp.transforms.tokenizers.ChatGLMTokenizer method) PreTrainedConfig (class in mindnlp.abc) PreTrainedModel (class in mindnlp.abc) PreTrainedTokenizer (class in mindnlp.abc) prune_heads() (mindnlp.models.gpt.Attention method) (mindnlp.models.gpt2.GPT2Attention method)

Q

Qnli (class in mindnlp.dataset.text_classification.qnli) QNLI() (in module mindnlp.dataset.text_classification.qnli) QNLI_Process() (in module mindnlp.dataset.text_classification.qnli)

Qqp (class in mindnlp.dataset.text_classification.qqp) QQP() (in module mindnlp.dataset.text_classification.qqp) QQP_Process() (in module mindnlp.dataset.text_classification.qqp)

R

RDropLoss (class in mindnlp.modules.loss) Recall (class in mindnlp.metrics.recall) recall_fn() (in module mindnlp.metrics.recall) remove_callback() (mindnlp.engine.trainer.Trainer method) reorder_encoder_out() (mindnlp.modules.encoder.rnn_encoder.RNNEncoder method) RepetitionPenaltyLogitsProcessor (class in mindnlp.generation.logits_process) reset() (mindnlp.engine.callbacks.timer_callback.Timers method) resize_position_embeddings() (mindnlp.models.t5.T5PreTrainedModel method) RNNDecoder (class in mindnlp.modules.decoder.rnn_decoder) RNNEncoder (class in mindnlp.modules.encoder.rnn_encoder) RobertaClassificationHead (class in mindnlp.models.roberta) RobertaConfig (class in mindnlp.models.roberta) RobertaEmbeddings (class in mindnlp.models.roberta) RobertaForMaskedLM (class in mindnlp.models.roberta) RobertaForMultipleChoice (class in mindnlp.models.roberta)

RobertaForSequenceClassification (class in mindnlp.models.roberta) RobertaLMHead (class in mindnlp.models.roberta) RobertaModel (class in mindnlp.models.roberta) RobertaPreTrainedModel (class in mindnlp.models.roberta) RobertaTokenizer (class in mindnlp.transforms.tokenizers) rouge_l_fn() (in module mindnlp.metrics.rouge) rouge_n_fn() (in module mindnlp.metrics.rouge) RougeL (class in mindnlp.metrics.rouge) RougeN (class in mindnlp.metrics.rouge) RowParallelLinear (class in mindnlp.parallel.layers) Rte (class in mindnlp.dataset.text_classification.rte) RTE() (in module mindnlp.dataset.text_classification.rte) RTE_Process() (in module mindnlp.dataset.text_classification.rte) run() (mindnlp.engine.evaluator.Evaluator method) (mindnlp.engine.trainer.Trainer method) RunContext (class in mindnlp.engine.callbacks.callback_manager)

S

save() (mindnlp.modules.embeddings.Fasttext method) (mindnlp.modules.embeddings.Glove method) (mindnlp.transforms.tokenizers.TinyBertTokenizer method) save_model() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.trainer.Trainer method) save_vocabulary() (mindnlp.transforms.tokenizers.ChatGLMTokenizer method) ScaledDotAttention (class in mindnlp.modules.attentions) SelfAttention (class in mindnlp.modules.attentions) SentimentAnalysisWork (class in mindnlp.workflow) Seq2seqModel (class in mindnlp.abc) Seq2vecModel (class in mindnlp.abc) sequence_mask() (in module mindnlp.modules.crf) set_amp() (mindnlp.engine.trainer.Trainer method) set_forward_fn() (mindnlp.engine.trainer.Trainer method) set_input_embeddings() (mindnlp.models.bert.BertModel method) (mindnlp.models.ernie.ErnieModel method) (mindnlp.models.gpt.GPTModel method) (mindnlp.models.gpt2.GPT2Model method) (mindnlp.models.t5.T5EncoderModel method) (mindnlp.models.t5.T5ForConditionalGeneration method) (mindnlp.models.t5.T5Model method) (mindnlp.models.t5.T5PreTrainedModel method) (mindnlp.models.t5.T5Stack method) set_mask() (mindnlp.modules.attentions.LocationAwareAttention method) set_optimizer() (mindnlp.engine.trainer.Trainer method) set_output_embeddings() (mindnlp.models.gpt.GPTDoubleHeadsModel method) (mindnlp.models.gpt.GPTLMHeadModel method) (mindnlp.models.gpt2.GPT2DoubleHeadsModel method) (mindnlp.models.gpt2.GPT2LMHeadModel method) (mindnlp.models.t5.T5ForConditionalGeneration method)

set_step_fn() (mindnlp.engine.trainer.Trainer method) Sogounews (class in mindnlp.dataset.text_classification.sogounews) SogouNews() (in module mindnlp.dataset.text_classification.sogounews) spearman_correlation_fn() (in module mindnlp.metrics.spearman) SpearmanCorrelation (class in mindnlp.metrics.spearman) SpecialTokensMixin (class in mindnlp.abc) split_heads() (mindnlp.models.gpt.Attention method) Squad1 (class in mindnlp.dataset.question_answer.squad1) SQuAD1() (in module mindnlp.dataset.question_answer.squad1) SQuAD1_Process() (in module mindnlp.dataset.question_answer.squad1) Squad2 (class in mindnlp.dataset.question_answer.squad2) SQuAD2() (in module mindnlp.dataset.question_answer.squad2) Sst2 (class in mindnlp.dataset.text_classification.sst2) SST2() (in module mindnlp.dataset.text_classification.sst2) SST2_Process() (in module mindnlp.dataset.text_classification.sst2) start_transitions (mindnlp.modules.crf.CRF attribute) StaticGRU (class in mindnlp.modules.rnns) StaticLSTM (class in mindnlp.modules.rnns) StoppingCriteria (class in mindnlp.generation.stopping_criteria) StoppingCriteriaList (class in mindnlp.generation.stopping_criteria) Stsb (class in mindnlp.dataset.text_classification.stsb) STSB() (in module mindnlp.dataset.text_classification.stsb) STSB_Process() (in module mindnlp.dataset.text_classification.stsb) SuppressTokensAtBeginLogitsProcessor (class in mindnlp.generation.logits_process) SuppressTokensLogitsProcessor (class in mindnlp.generation.logits_process)

T

T5Attention (class in mindnlp.models.t5) T5Block (class in mindnlp.models.t5) T5Config (class in mindnlp.models.t5) T5DenseActDense (class in mindnlp.models.t5) T5DenseGatedActDense (class in mindnlp.models.t5) T5EncoderModel (class in mindnlp.models.t5) T5ForConditionalGeneration (class in mindnlp.models.t5) T5LayerCrossAttention (class in mindnlp.models.t5) T5LayerFF (class in mindnlp.models.t5) T5LayerNorm (class in mindnlp.models.t5) T5LayerSelfAttention (class in mindnlp.models.t5) T5Model (class in mindnlp.models.t5) T5PreTrainedModel (class in mindnlp.models.t5) T5Stack (class in mindnlp.models.t5) T5Tokenizer (class in mindnlp.transforms.tokenizers) TemperatureLogitsWarper (class in mindnlp.generation.logits_process) TimerCallback (class in mindnlp.engine.callbacks.timer_callback) Timers (class in mindnlp.engine.callbacks.timer_callback) TinyBertTokenizer (class in mindnlp.transforms.tokenizers) TokenEmbedding (class in mindnlp.abc) tokenize_() (mindnlp.transforms.tokenizers.LukeTokenizer method) (mindnlp.transforms.tokenizers.XLMTokenizer method) TopKLogitsWarper (class in mindnlp.generation.logits_process)

TopPLogitsWarper (class in mindnlp.generation.logits_process) train() (mindnlp.engine.trainer.Trainer method) train_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.checkpoint_callback.CheckpointCallback method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) train_end() (mindnlp.engine.callbacks.best_model_callback.BestModelCallback method) (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) train_epoch_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) train_epoch_end() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.checkpoint_callback.CheckpointCallback method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) train_loop() (mindnlp.engine.trainer.Trainer method) train_step() (mindnlp.engine.trainer.Trainer method) train_step_begin() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) train_step_end() (mindnlp.engine.callbacks.callback_manager.CallbackManager method) (mindnlp.engine.callbacks.timer_callback.TimerCallback method) Trainer (class in mindnlp.engine.trainer) transitions (mindnlp.modules.crf.CRF attribute) truncate_sequences() (mindnlp.transforms.tokenizers.XLMTokenizer method) try_to_load_from_cache() (in module mindnlp.utils.download)

U

Udpos (class in mindnlp.dataset.sequence_tagging.udpos) UDPOS() (in module mindnlp.dataset.sequence_tagging.udpos) UIE (class in mindnlp.models.ernie) UIEConfig (class in mindnlp.models.ernie) UIETokenizer (class in mindnlp.transforms.tokenizers) ungz() (in module mindnlp.utils.decompress) untar() (in module mindnlp.utils.decompress) unzip() (in module mindnlp.utils.decompress) update() (mindnlp.metrics.accuracy.Accuracy method) (mindnlp.metrics.bleu.BleuScore method) (mindnlp.metrics.confusion_matrix.ConfusionMatrix method) (mindnlp.metrics.distinct.Distinct method) (mindnlp.metrics.em_score.EmScore method) (mindnlp.metrics.f1.F1Score method) (mindnlp.metrics.matthews.MatthewsCorrelation method) (mindnlp.metrics.pearson.PearsonCorrelation method) (mindnlp.metrics.perplexity.Perplexity method) (mindnlp.metrics.precision.Precision method) (mindnlp.metrics.recall.Recall method) (mindnlp.metrics.rouge.RougeL method) (mindnlp.metrics.rouge.RougeN method) (mindnlp.metrics.spearman.SpearmanCorrelation method)

V

validate_stopping_criteria() (in module mindnlp.generation.stopping_criteria) Vocab (class in mindnlp.vocab.vocab)

vocab (mindnlp.vocab.vocab.Vocab property) vocab_size (mindnlp.transforms.tokenizers.ChatGLMTokenizer property) VocabParallelEmbedding (class in mindnlp.parallel.layers)

W

WikiText103() (in module mindnlp.dataset.text_generation.wikitext103) WikiText2() (in module mindnlp.dataset.text_generation.wikitext2) Wnli (class in mindnlp.dataset.text_classification.wnli)

WNLI() (in module mindnlp.dataset.text_classification.wnli) WNLI_Process() (in module mindnlp.dataset.text_classification.wnli) Work (class in mindnlp.workflow.work)

X

XLMTokenizer (class in mindnlp.transforms.tokenizers)

Y

Yahooanswers (class in mindnlp.dataset.text_classification.yahooanswers) YahooAnswers() (in module mindnlp.dataset.text_classification.yahooanswers) YahooAnswers_Process() (in module mindnlp.dataset.text_classification.yahooanswers) Yelpreviewfull (class in mindnlp.dataset.text_classification.yelpreviewfull)

YelpReviewFull() (in module mindnlp.dataset.text_classification.yelpreviewfull) YelpReviewFull_Process() (in module mindnlp.dataset.text_classification.yelpreviewfull) Yelpreviewpolarity (class in mindnlp.dataset.text_classification.yelpreviewpolarity) YelpReviewPolarity() (in module mindnlp.dataset.text_classification.yelpreviewpolarity) YelpReviewPolarity_Process() (in module mindnlp.dataset.text_classification.yelpreviewpolarity)