Functions — github.com/hankcs/HanLP

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Functions2,968 in github.com/hankcs/HanLP

⨍ Functions 2,968◇ Types & classes 423↳ Endpoints 2

Methodbuild_model

(self, encoder_size, training=True, **kwargs)

hanlp/components/mtl/tasks/ner/tag_ner.py:157

Methodbuild_model

(self, encoder_size, training=True, **kwargs)

hanlp/components/mtl/tasks/srl/bio_srl.py:98

Methodbuild_model

(self, encoder_size, training=True, **kwargs)

hanlp/components/mtl/tasks/srl/rank_srl.py:103

Methodbuild_model

(self, encoder_size, training=True, **kwargs)

hanlp/components/mtl/tasks/tok/tag_tok.py:131

Methodbuild_model

(self, encoder_size, training=True, **kwargs)

hanlp/components/mtl/tasks/tok/reg_tok.py:62

Methodbuild_model

(self, training=True, **kwargs)

hanlp/layers/embeddings/fast_text.py:156

Methodbuild_model

(self, training=True, **kwargs)

hanlp/layers/embeddings/word2vec.py:216

Methodbuild_optimizer

(self, optimizer, learning_rate, clipnorm, **kwargs)

hanlp/components/rnn_language_model_tf.py:54

Methodbuild_optimizer

(self, trn, lr, epochs, gradient_accumulation, warmup_steps, weight_decay, **kwargs)

hanlp/components/amr/seq2seq/seq2seq_amr_parser.py:119

Methodbuild_optimizer

(self, **kwargs)

hanlp/components/amr/amrbart/bart_amr_generation.py:47

Methodbuild_optimizer

(self, **kwargs)

hanlp/components/amr/amrbart/bart_amr_parser.py:51

Methodbuild_optimizer

(self, optimizer, lr, **kwargs)

hanlp/components/taggers/tagger.py:26

Methodbuild_optimizer

(self, optimizer, learning_rate, epsilon, weight_decay_rate, clipnorm, use_amp, train_steps,

hanlp/components/taggers/transformers/transformer_tagger_tf.py:58

Methodbuild_optimizer

(self, trn, epochs, lr,

hanlp/components/ner/biaffine_ner/biaffine_ner.py:38

Methodbuild_optimizer

(self, optimizer, learning_rate, epsilon, weight_decay_rate, clipnorm, fp16, train_steps,

hanlp/components/parsers/biaffine_parser_tf.py:471

Methodbuild_optimizer

(self, trn, **kwargs)

hanlp/components/parsers/constituency/crf_constituency_parser.py:37

Methodbuild_optimizer

(self, trn, **kwargs)

hanlp/components/parsers/ud/ud_parser.py:90

Methodbuild_optimizer

(self, epochs, trn, gradient_accumulation, **kwargs)

hanlp/components/parsers/biaffine/biaffine_dep.py:235

Methodbuild_optimizer

(self, **kwargs)

hanlp/components/classifiers/transformer_regression_hf.py:38

Methodbuild_optimizer

(self, trn, epochs, lr,

hanlp/components/classifiers/transformer_classifier.py:63

Methodbuild_optimizer

(self, **kwargs)

hanlp/components/classifiers/transformer_classifier_hf.py:38

Methodbuild_optimizer

(self, optimizer, use_amp, train_steps, warmup_steps, **kwargs)

hanlp/components/classifiers/transformer_classifier_tf.py:159

Methodbuild_optimizer

(self, **kwargs)

hanlp/components/lm/mlm.py:49

Methodbuild_optimizer

(self, trn, epochs, gradient_accumulation=1, lr=1e-3, transformer_lr=5e-5, adam_epsilon=1e-8,

hanlp/components/sts/transformer_sts.py:64

Methodbuild_optimizer

(self, trn, epochs, lr,

hanlp/components/srl/span_rank/span_rank.py:39

Methodbuild_optimizer

(self, trn, epochs, lr,

hanlp/components/srl/span_bio/span_bio.py:45

Methodbuild_optimizer

(self, **kwargs)

hanlp/components/eos/ngram.py:87

Methodbuild_optimizer

(self, trn, epochs, adam_epsilon,

hanlp/components/mtl/multi_task_learning.py:208

Methodbuild_optimizer

(self, decoder: torch.nn.Module, **kwargs)

hanlp/components/mtl/tasks/sdp.py:140

Methodbuild_optimizer

(self, decoder: torch.nn.Module, **kwargs)

hanlp/components/mtl/tasks/dep_2nd.py:98

Methodbuild_optimizer

(self, decoder: torch.nn.Module, **kwargs)

hanlp/components/mtl/tasks/__init__.py:102

Methodbuild_optimizer

(self, decoder: torch.nn.Module, **kwargs)

hanlp/components/mtl/tasks/dep.py:140

Methodbuild_optimizer

(self, **kwargs)

hanlp/layers/embeddings/fast_text.py:131

Methodbuild_optimizer

(self, **kwargs)

hanlp/layers/embeddings/word2vec.py:191

Methodbuild_sample

(self, tokens, deduplicated_srl, doc, sid)

hanlp/datasets/srl/loaders/conll2012.py:207

Methodbuild_samples

(self, data: List[str], criteria=None, **kwargs)

hanlp/components/tokenizers/multi_criteria_cws_transformer.py:57

Methodbuild_samples

(self, inputs, cls_is_bos=False, sep_is_eos=False)

hanlp/components/mtl/tasks/sdp.py:169

Methodbuild_samples

(self, inputs, cls_is_bos=False, sep_is_eos=False)

hanlp/components/mtl/tasks/constituency.py:168

Methodbuild_samples

(self, inputs, cls_is_bos=False, sep_is_eos=False)

hanlp/components/mtl/tasks/dep.py:165

Methodbuild_samples

(self, inputs, cls_is_bos=False, sep_is_eos=False)

hanlp/components/mtl/tasks/tok/tag_tok.py:164

Methodbuild_tokenizer

(self, tokenizer: TransformerSequenceTokenizer)

hanlp/components/mtl/tasks/tok/tag_tok.py:146

Methodbuild_tokenizer_transform

(self)

hanlp/components/parsers/biaffine/structual_attention.py:201

Methodbuild_train_dataset

(self, trn_data, batch_size)

hanlp/components/rnn_language_model_tf.py:59

Methodbuild_train_dataset

(self, trn_data, batch_size, num_examples)

hanlp/components/parsers/biaffine_parser_tf.py:230

Methodbuild_transform

(self, embeddings, **kwargs)

hanlp/components/taggers/rnn_tagger_tf.py:71

Methodbuild_transformer

(config, training=True)

hanlp/layers/transformers/encoder.py:120

Methodbuild_transformer_tokenizer

(config_or_str, use_fast=True, do_basic_tokenize=True)

hanlp/layers/transformers/encoder.py:128

Methodbuild_valid_dataset

(self, dev_data, batch_size)

hanlp/components/rnn_language_model_tf.py:63

Methodbuild_vocab

(self, trn_data, logger)

hanlp/components/taggers/transformers/transformer_tagger_tf.py:67

Methodbuild_vocab

(self, trn_data, logger)

hanlp/components/parsers/biaffine_parser_tf.py:493

Methodbuild_vocab

(self, trn_data, logger)

hanlp/components/classifiers/transformer_classifier_tf.py:182

Methodbuild_vocabs

(self, trn, logger, **kwargs)

hanlp/components/tokenizers/multi_criteria_cws_transformer.py:48

Methodbuild_vocabs

(self, trn, logger, **kwargs)

hanlp/components/ner/transformer_ner.py:204

Methodbuild_vocabs

(self, dataset, logger=None, transformer=None)

hanlp/components/parsers/biaffine/biaffine_2nd_dep.py:115

Methodbuild_vocabs

Override this method to build vocabs. Args: trn: Training set. logger: Logger for reporting progress.

hanlp/common/torch_component.py:330

Methodcache_dataset

(self, dataset, timer, training=False, logger=None)

hanlp/components/parsers/biaffine/biaffine_sdp.py:79

Functioncalc_metrics

compute overall precision, recall and FB1 (default values are 0.0) if percent is True, return 100 * original decimal value Args: tp:

hanlp/metrics/chunking/conlleval.py:230

Methodcall

(self, inputs, **kwargs)

hanlp/components/taggers/cnn_tagger_tf.py:76

Methodcall

(self, inputs, **kwargs)

hanlp/components/taggers/ngram_conv/ngram_conv_tagger.py:109

Methodcall

(self, inputs, training=None, mask=None)

hanlp/components/taggers/transformers/transformer_tagger_tf.py:22

Methodcall

(self, x, y, **kwargs)

hanlp/components/parsers/biaffine_tf/layers.py:36

Methodcall

(self, x, **kwargs)

hanlp/components/parsers/biaffine_tf/layers.py:57

Methodcall

(self, x, training=None, **kwargs)

hanlp/components/parsers/biaffine_tf/layers.py:80

Methodcall

(self, inputs, training=None, **kwargs)

hanlp/components/parsers/biaffine_tf/layers.py:108

Methodcall

Call `Layer` Args: inputs: Returns:

hanlp/layers/weight_normalization.py:128

Methodcall

(self, inputs: tf.Tensor)

hanlp/layers/embeddings/fast_text_tf.py:63

Methodcall

(self, inputs: tf.Tensor, **kwargs)

hanlp/layers/embeddings/char_cnn_tf.py:32

Methodcall

(self, inputs, **kwargs)

hanlp/layers/embeddings/concat_embedding.py:38

Methodcall

(self, inputs: tf.Tensor, **kwargs)

hanlp/layers/embeddings/char_rnn_tf.py:29

Methodcall

(self, inputs)

hanlp/layers/embeddings/word2vec_tf.py:186

Methodcall

(self, inputs, **kwargs)

hanlp/layers/embeddings/contextual_string_embedding_tf.py:36

Methodcall

Build the CrfDecodeForwardRnnCell. Args: inputs: A [batch_size, num_tags] matrix of unary potentials. state: A [batch_siz

hanlp/layers/crf/crf_tf.py:393

Methodcall

(self, inputs, sequence_lengths=None, mask=None, training=None, **kwargs)

hanlp/layers/crf/crf_layer_tf.py:88

Methodcall

(self, inputs, training=None, mask=None)

hanlp/layers/crf/crf_layer_tf.py:159

Functionchars_for_tok

(sample: dict, max_string_len=20)

hanlp/datasets/parsing/amr.py:38

Functionclassification_report

Build a text report showing the main classification metrics. Args: y_true: 2d array. Ground truth (correct) target values. y_pred: 2d

hanlp/metrics/chunking/sequence_labeling.py:322

Methodclosed

The status of the file handler. :return: True if the file handler is still opened. False otherwise. Args: Returns:

hanlp/utils/file_read_backwards/file_read_backwards.py:132

Methodcollate_fn

(self, samples)

hanlp/common/dataset.py:350

Methodcollate_fn

(self, samples)

hanlp/common/dataset.py:510

Functioncollect_decay_params

(model, weight_decay)

hanlp/layers/transformers/utils.py:357

Methodcollect_outputs_extend

(self, predictions, arc_preds, rel_preds, lens, mask)

hanlp/components/parsers/biaffine/biaffine_sdp.py:134

Methodcollect_outputs_extend

(self, predictions: list, arc_preds, rel_preds, lens, mask)

hanlp/components/parsers/biaffine/biaffine_2nd_dep.py:197

Functioncombine_initial_dims_to_1d_or_2d

Given a (possibly higher order) tensor of ids with shape (d1, ..., dn, sequence_length) Args: tensor: torch.Tensor: Returns:

hanlp/components/parsers/ud/udify_util.py:301

Methodcompile_model

(self, optimizer, loss, metrics)

hanlp/components/parsers/biaffine_parser_tf.py:347

Functioncompute_bleu

(gold_sentences, pred_sentences)

hanlp/components/amr/seq2seq/evaluation.py:22

Methodcompute_loss

(self, arc_scores, rel_scores, arcs, rels, mask, criterion, batch=None)

hanlp/components/parsers/biaffine/structual_attention.py:187

Methodcompute_loss

(self, arc_scores, rel_scores, arcs, rels, mask: torch.BoolTensor, criterion, batch=None)

hanlp/components/parsers/biaffine/biaffine_sdp.py:64

Methodcompute_loss

(self, arc_scores, rel_scores, arcs, rels, mask, criterion, batch=None)

hanlp/components/parsers/biaffine/biaffine_2nd_dep.py:125

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str, torch.Tensor], Iterab

hanlp/components/mtl/tasks/sdp.py:99

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str, torch.Tensor], Iterab

hanlp/components/mtl/tasks/dep_2nd.py:83

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str,

hanlp/components/mtl/tasks/pos.py:134

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str,

hanlp/components/mtl/tasks/constituency.py:112

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str,

hanlp/components/mtl/tasks/__init__.py:109

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str, torch.Tensor], Iterab

hanlp/components/mtl/tasks/dep.py:98

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str,

hanlp/components/mtl/tasks/amr.py:94

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str, torch.Tensor], Iterab

hanlp/components/mtl/tasks/ud.py:92

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str,

hanlp/components/mtl/tasks/lem.py:97

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str, torch.Tensor], Iterab

hanlp/components/mtl/tasks/ner/biaffine_ner.py:69

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str,

hanlp/components/mtl/tasks/ner/tag_ner.py:135

Methodcompute_loss

(self, batch: Dict[str, Any], output: Union[torch.Tensor, Dict[str, torch.Tensor], Iterab

hanlp/components/mtl/tasks/srl/bio_srl.py:79

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