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HanLP
hanlp/metrics/f1.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-07-10 14:55 from abc import ABC from hanlp.metrics.metric import Metric class F1(Metric, ABC): def __init__(self, nb_pred=0, nb_true=0, nb_correct=0) -> None: super().__init__() self.nb_correct = nb_correct self.nb_pred = nb_pred ...
65
1,561
HanLP
hanlp/metrics/accuracy.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-06-12 17:56 from typing import Optional, Iterable import torch from hanlp.metrics.metric import Metric class CategoricalAccuracy(Metric): """ Categorical Top-K accuracy. Assumes integer labels, with each item to be classified having a single correct c...
228
9,609
HanLP
hanlp/metrics/chunking/chunking_f1.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-06-11 22:14 import io from collections import defaultdict from typing import List, Set, Tuple, Dict from hanlp.metrics.chunking.conlleval import calculate_metrics, DetailedF1, metrics from hanlp.metrics.chunking.sequence_labeling import get_entities from hanlp.metri...
139
5,354
HanLP
hanlp/metrics/chunking/chunking_f1_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-29 23:09 from abc import ABC, abstractmethod import tensorflow as tf from hanlp.common.vocab_tf import VocabTF class ChunkingF1_TF(tf.keras.metrics.Metric, ABC): def __init__(self, tag_vocab: VocabTF, from_logits=True, name='f1', dtype=None, **kwargs): ...
66
2,490
HanLP
hanlp/metrics/chunking/bmes_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-09-14 21:55 from hanlp.common.vocab_tf import VocabTF from hanlp.metrics.chunking.chunking_f1_tf import ChunkingF1_TF from hanlp.metrics.chunking.sequence_labeling import get_entities class BMES_F1_TF(ChunkingF1_TF): def __init__(self, tag_vocab: VocabTF, fro...
48
1,578
HanLP
hanlp/metrics/chunking/sequence_labeling.py
.py
# MIT License # # Copyright (c) 2018 chakki # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, publi...
405
14,144
HanLP
hanlp/metrics/chunking/iobes_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-09-14 21:55 from hanlp.common.vocab_tf import VocabTF from hanlp.metrics.chunking.conlleval import SpanF1 from hanlp.metrics.chunking.chunking_f1_tf import ChunkingF1_TF class IOBES_F1_TF(ChunkingF1_TF): def __init__(self, tag_vocab: VocabTF, from_logits=True...
29
984
HanLP
hanlp/metrics/chunking/binary_chunking_f1.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-02 14:27 from collections import defaultdict from typing import List, Union import torch from hanlp.metrics.f1 import F1 class BinaryChunkingF1(F1): def __call__(self, pred_tags: torch.LongTensor, gold_tags: torch.LongTensor, lens: List[int] = None): ...
34
1,223
HanLP
hanlp/metrics/chunking/conlleval.py
.py
#!/usr/bin/env python # Python version of the evaluation script from CoNLL'00- # Intentional differences: # - accept any space as delimiter by default # - optional file argument (default STDIN) # - option to set boundary (-b argument) # - LaTeX output (-l argument) not supported # - raw tags (-r argument) not support...
345
11,543
HanLP
hanlp/metrics/srl/srlconll.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-07-16 18:44 import os from hanlp.utils.io_util import get_resource, get_exitcode_stdout_stderr, run_cmd def official_conll_05_evaluate(pred_path, gold_path): script_root = get_resource('http://www.lsi.upc.edu/~srlconll/srlconll-1.1.tgz') lib_path = f'{scri...
40
1,701
HanLP
hanlp/metrics/parsing/labeled_f1.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-27 21:42 from hanlp.metrics.metric import Metric class LabeledF1(Metric): def __init__(self): super(LabeledF1, self).__init__() self.sum_gold_arcs_wo_punc = 0.0 self.sum_pred_arcs_wo_punc = 0.0 self.correct_arcs_wo_punc = 0...
104
2,727
HanLP
hanlp/metrics/parsing/labeled_f1_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-27 21:42 import tensorflow as tf class LabeledF1TF(object): def __init__(self): super(LabeledF1TF, self).__init__() self.sum_gold_arcs_wo_punc = 0.0 self.sum_pred_arcs_wo_punc = 0.0 self.correct_arcs_wo_punc = 0.0 se...
104
2,854
HanLP
hanlp/metrics/parsing/conllx_eval.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-03-08 22:35 import tempfile from hanlp.utils.io_util import get_resource, get_exitcode_stdout_stderr CONLLX_EVAL = get_resource( 'https://github.com/elikip/bist-parser/archive/master.zip' + '#bmstparser/src/utils/eval.pl') def evaluate(gold_file, pred_file): ...
68
2,417
HanLP
hanlp/metrics/parsing/span.py
.py
# MIT License # # Copyright (c) 2020 Yu Zhang # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, pub...
104
3,222
HanLP
hanlp/metrics/parsing/semdep_eval.py
.py
#!/usr/bin/env python # -*- coding: utf-8 -*- # Copyright 2017 Timothy Dozat # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless ...
138
5,188
HanLP
hanlp/metrics/parsing/labeled_score.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-27 00:49 import tensorflow as tf class LabeledScore(object): def __init__(self, eps=1e-5): super(LabeledScore, self).__init__() self.eps = eps self.total = 0.0 self.correct_arcs = 0.0 self.correct_rels = 0.0 de...
60
1,457
HanLP
hanlp/metrics/parsing/attachmentscore.py
.py
# MIT License # # Copyright (c) 2020 Yu Zhang # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, pub...
76
2,433
HanLP
hanlp/metrics/amr/smatch_eval.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-24 12:47 import os import warnings from typing import Union from hanlp.metrics.f1 import F1_ from hanlp.metrics.mtl import MetricDict from hanlp.utils.io_util import get_resource, run_cmd, pushd from hanlp.utils.log_util import flash _SMATCH_SCRIPT = 'https://gi...
102
3,591
HanLP
hanlp/utils/torch_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-05-09 15:52 import os import random import time from typing import List, Union, Dict, Tuple import numpy as np import torch from pynvml import nvmlDeviceGetHandleByIndex, nvmlDeviceGetMemoryInfo, nvmlInit, nvmlShutdown, nvmlDeviceGetCount from torch import nn from t...
296
9,585
HanLP
hanlp/utils/span_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-06-12 20:34 import warnings from typing import Dict, List, Tuple, Callable, Set, Optional def generate_words_per_line(file_path): with open(file_path, encoding='utf-8') as src: for line in src: cells = line.strip().split() if not...
729
26,998
HanLP
hanlp/utils/io_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-26 15:02 import contextlib import glob import gzip import json import logging import os import platform import random import shlex import shutil import sys import tarfile import tempfile import urllib import zipfile from contextlib import contextmanager from pathl...
720
25,526
HanLP
hanlp/utils/rules.py
.py
import re _SEPARATOR = r'@' _RE_SENTENCE = re.compile(r'(\S.+?[.!?])(?=\s+|$)|(\S.+?)(?=[\n]|$)', re.UNICODE) _AB_SENIOR = re.compile(r'([A-Z][a-z]{1,2}\.)\s(\w)', re.UNICODE) _AB_ACRONYM = re.compile(r'(\.[a-zA-Z]\.)\s(\w)', re.UNICODE) _UNDO_AB_SENIOR = re.compile(r'([A-Z][a-z]{1,2}\.)' + _SEPARATOR + r'(\w)', re.UN...
41
1,475
HanLP
hanlp/utils/log_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-24 22:12 import datetime import io import logging import os import sys from logging import LogRecord import termcolor from hanlp_common.constant import IPYTHON class ColoredFormatter(logging.Formatter): def __init__(self, fmt=None, datefmt=None, style='%',...
183
5,512
HanLP
hanlp/utils/__init__.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-24 22:12 from . import rules def ls_resource_in_module(root) -> dict: res = dict() for k, v in root.__dict__.items(): if k.startswith('_') or v == root: continue if isinstance(v, str): if v.startswith('http') and n...
20
639
HanLP
hanlp/utils/init_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-05-27 13:25 import math import torch from torch import nn import functools def embedding_uniform(tensor:torch.Tensor, seed=233): gen = torch.Generator().manual_seed(seed) with torch.no_grad(): fan_out = tensor.size(-1) bound = math.sqrt(3.0...
17
393
HanLP
hanlp/utils/string_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-25 00:19 import unicodedata from typing import List, Dict, Tuple def format_scores(results: Dict[str, float]) -> str: return ' - '.join(f'{k}: {v:.4f}' for (k, v) in results.items()) def ispunct(token): return all(unicodedata.category(char).startswith(...
118
3,786
HanLP
hanlp/utils/component_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-31 19:24 import os from hanlp_common.constant import HANLP_VERBOSE from hanlp_common.io import load_json, eprint, save_json from hanlp_common.reflection import object_from_classpath, str_to_type from hanlp import pretrained from hanlp import version from hanlp.com...
196
10,525
HanLP
hanlp/utils/tf_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-27 01:27 import json import logging import os import random from typing import List import numpy as np from hanlp_common.constant import PAD def set_gpu(idx=0): """Restrict TensorFlow to only use the GPU of idx Args: idx: (Default value = 0) ...
222
5,648
HanLP
hanlp/utils/time_util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-27 00:01 import datetime import logging import sys import time from typing import Union from hanlp.utils.log_util import ErasablePrinter, color_format, color_format_len def human_time_delta(days, hours, minutes, seconds, delimiter=' ') -> str: units = local...
247
6,719
HanLP
hanlp/utils/lang/__init__.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-01-09 18:46 __doc__ = ''' This package holds misc utils for specific languages. '''
8
138
HanLP
hanlp/utils/lang/en/english_tokenizer.py
.py
#!/usr/bin/env python """ Regex-based word tokenizers. Note that small/full/half-width character variants are *not* covered. If a text were to contains such characters, normalize it first. A modified version of https://github.com/fnl/segtok - dropped dependency on regex - dropped web_tokenize - supported concat word ...
325
13,792
HanLP
hanlp/utils/lang/ja/bert_tok.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2021-05-13 13:24 from typing import Union, Optional from transformers import BertTokenizerFast, TensorType, BatchEncoding, BertJapaneseTokenizer as _BertJapaneseTokenizer from transformers.file_utils import PaddingStrategy from transformers.tokenization_utils_base import...
82
4,281
HanLP
hanlp/utils/lang/zh/localization.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-05 02:09 task = { 'dep': '依存句法树', 'token': '单词', 'pos': '词性', 'ner': '命名实体', 'srl': '语义角色' } pos = { 'VA': '表语形容词', 'VC': '系动词', 'VE': '动词有无', 'VV': '其他动词', 'NR': '专有名词', 'NT': '时间名词', 'NN': '其他名词', 'LC': '方位词', 'PN': '代词', 'DT': '限定词...
36
2,318
HanLP
hanlp/utils/lang/zh/char_table.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-01-09 19:07 from typing import List from hanlp.utils.io_util import get_resource from hanlp_common.io import load_json HANLP_CHAR_TABLE_TXT = 'https://file.hankcs.com/corpus/char_table.zip#CharTable.txt' HANLP_CHAR_TABLE_JSON = 'https://file.hankcs.com/corpus/char_...
54
1,350
HanLP
hanlp/utils/file_read_backwards/__init__.py
.py
# -*- coding: utf-8 -*- from .file_read_backwards import FileReadBackwards # noqa: F401 __author__ = """Robin Robin""" __email__ = 'robinsquare42@gmail.com' __version__ = '2.0.0'
8
182
HanLP
hanlp/utils/file_read_backwards/buffer_work_space.py
.py
#!/usr/bin/env python # -*- coding: utf-8 -*- """BufferWorkSpace module.""" import os new_lines = ["\r\n", "\n", "\r"] new_lines_bytes = [n.encode("ascii") for n in new_lines] # we only support encodings that's backward compat with ascii class BufferWorkSpace: """It is a helper module for FileReadBackwards."...
203
6,248
HanLP
hanlp/utils/file_read_backwards/file_read_backwards.py
.py
#!/usr/bin/env python # -*- coding: utf-8 -*- """FileReadBackwards module.""" import io import os from .buffer_work_space import BufferWorkSpace supported_encodings = ["utf-8", "ascii", "latin-1"] # any encodings that are backward compatible with ascii should work class FileReadBackwards: """Class definitio...
147
4,148
HanLP
hanlp/callbacks/fine_csv_logger.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-05 02:12 import copy from io import TextIOWrapper from typing import List import numpy as np import tensorflow as tf class StreamTableFormatter(object): def __init__(self) -> None: super().__init__() self.col_widths = None def format_r...
72
2,613
HanLP
hanlp/common/transform.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-05-03 14:44 import logging import os from abc import ABC, abstractmethod from typing import Tuple, Union, List from hanlp_common.constant import EOS, PAD from hanlp_common.structure import SerializableDict from hanlp_common.configurable import Configurable from hanl...
539
15,420
HanLP
hanlp/common/structure.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-26 14:58 from typing import Dict from hanlp_common.configurable import Configurable from hanlp_common.reflection import classpath_of from hanlp_common.structure import SerializableDict class ConfigTracker(Configurable): def __init__(self, locals_: Dict, ex...
70
2,454
HanLP
hanlp/common/keras_component.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-26 14:45 import logging import math import os import sys from abc import ABC, abstractmethod from typing import Optional, List, Any, Dict import numpy as np import tensorflow as tf import hanlp.utils from hanlp_common.io import save_json, load_json from hanlp.ca...
520
25,197
HanLP
hanlp/common/transform_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-10-27 14:22 import inspect from abc import ABC, abstractmethod from typing import Generator, Tuple, Union, Iterable, Any import tensorflow as tf from hanlp_common.structure import SerializableDict from hanlp.common.vocab_tf import VocabTF from hanlp.utils.io_util i...
311
11,225
HanLP
hanlp/common/vocab.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-06-13 22:42 from collections import Counter from typing import List, Dict, Union, Iterable from hanlp_common.constant import UNK, PAD from hanlp_common.structure import Serializable from hanlp_common.reflection import classpath_of class Vocab(Serializable): de...
507
16,012
HanLP
hanlp/common/dataset.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-05-09 20:27 import math import os import random import tempfile import warnings from abc import ABC, abstractmethod from copy import copy from logging import Logger from typing import Union, List, Callable, Iterable, Dict, Any import torch import torch.multiprocessi...
841
34,211
HanLP
hanlp/common/component.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-08-26 14:45 import inspect from abc import ABC, abstractmethod from typing import Any from hanlp_common.configurable import Configurable class Component(Configurable, ABC): @abstractmethod def predict(self, *args, **kwargs): """Predict on data. Thi...
37
1,004
HanLP
hanlp/common/vocab_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-06-13 22:42 from typing import List, Dict, Union, Iterable from hanlp_common.structure import Serializable from hanlp_common.constant import PAD, UNK import tensorflow as tf from tensorflow.python.ops.lookup_ops import index_table_from_tensor class VocabTF(Seriali...
271
8,615
HanLP
hanlp/common/torch_component.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-05-08 21:20 import logging import os import re import time from abc import ABC, abstractmethod from typing import Optional, Dict, List, Union, Callable import torch from torch import nn from torch.utils.data import DataLoader import hanlp from hanlp.common.componen...
643
26,624
HanLP
hanlp/components/pipeline.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-31 00:22 import types from typing import Callable, Union, Iterable, Any from hanlp.components.lambda_wrapper import LambdaComponent from hanlp.common.component import Component from hanlp_common.document import Document from hanlp.utils.component_util import load_...
180
6,522
HanLP
hanlp/components/lambda_wrapper.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-31 18:36 from typing import Callable, Any from hanlp.common.component import Component from hanlp_common.reflection import classpath_of, object_from_classpath, str_to_type class LambdaComponent(Component): def __init__(self, function: Callable) -> None: ...
30
946
HanLP
hanlp/components/rnn_language_model_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-04 17:28 from typing import List, Union import tensorflow as tf from hanlp.common.keras_component import KerasComponent from hanlp.transform.text_tf import TextTransform class RNNLanguageModel(KerasComponent): def __init__(self, transform: TextTransform =...
85
3,573
HanLP
hanlp/components/lemmatizer.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-08 18:35 from typing import List from hanlp.common.transform import TransformList from hanlp.components.parsers.ud.lemma_edit import gen_lemma_rule, apply_lemma_rule from hanlp.components.taggers.transformers.transformer_tagger import TransformerTagger def add_...
43
1,588
HanLP
hanlp/components/classifiers/transformer_classifier_hf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2023-02-17 17:54 import logging from typing import List, Union, Callable import torch from torch.utils.data import DataLoader from transformers import AutoModelForSequenceClassification, PreTrainedTokenizer, AutoTokenizer from hanlp.common.dataset import TableDataset, P...
126
4,984
HanLP
hanlp/components/classifiers/fasttext_classifier.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2022-09-28 13:31 import os import sys from typing import List, Union import fasttext from fasttext.FastText import _FastText import hanlp from hanlp.common.component import Component from hanlp.utils.io_util import get_resource, stdout_redirected from hanlp_common.io im...
96
3,161
HanLP
hanlp/components/classifiers/transformer_classifier.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-06-08 16:31 import logging from abc import ABC from typing import Callable, Union from typing import List import torch from torch import nn from torch.utils.data import DataLoader from hanlp_common.constant import IDX from hanlp.common.dataset import TableDataset, ...
384
17,237
HanLP
hanlp/components/classifiers/transformer_classifier_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-11-10 13:19 import math from typing import Union, Tuple, Any, Iterable import tensorflow as tf from hanlp.common.keras_component import KerasComponent from hanlp_common.structure import SerializableDict from hanlp.layers.transformers.loader_tf import build_transform...
194
9,668
HanLP
hanlp/components/classifiers/transformer_regression_hf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2023-02-17 17:54 import logging from typing import List, Union, Callable import torch from torch.utils.data import DataLoader from transformers import AutoModelForSequenceClassification, PreTrainedTokenizer, AutoTokenizer from hanlp.common.dataset import TableDataset, P...
100
3,949
HanLP
hanlp/components/taggers/tagger_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-10-25 21:49 import logging from abc import ABC import tensorflow as tf from hanlp.common.keras_component import KerasComponent from hanlp.layers.crf.crf_layer_tf import CRF, CRFLoss, CRFWrapper from hanlp.metrics.chunking.iobes_tf import IOBES_F1_TF class TaggerC...
39
1,617
HanLP
hanlp/components/taggers/rnn_tagger_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-09-14 20:30 from typing import Union, List import tensorflow as tf from hanlp.common.transform_tf import Transform from hanlp.components.taggers.tagger_tf import TaggerComponent from hanlp.transform.tsv_tf import TSVTaggingTransform from hanlp.common.vocab_tf impor...
90
4,190
HanLP
hanlp/components/taggers/util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-06-01 00:31 from typing import List, Tuple from hanlp.utils.span_util import allowed_transitions def guess_tagging_scheme(labels: List[str]) -> str: tagset = set(y.split('-')[0] for y in labels) for scheme in "BIO", "BIOUL", "BMES", 'IOBES': if tags...
23
710
HanLP
hanlp/components/taggers/rnn_tagger.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-05-20 13:12 import logging import torch from torch import nn from torch.optim.lr_scheduler import ReduceLROnPlateau from torch.utils.data import DataLoader from hanlp.common.dataset import PadSequenceDataLoader, SortingSampler, TransformableDataset from hanlp_commo...
196
8,415
HanLP
hanlp/components/taggers/tagger.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-11 12:19 import logging import warnings from abc import ABC, abstractmethod from typing import List, TextIO, Any, Union, Dict, Tuple, Sequence import torch from torch import optim, nn from torch.utils.data import DataLoader from hanlp_common.constant import IDX ...
232
10,084
HanLP
hanlp/components/taggers/cnn_tagger_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-10-31 13:52 from abc import ABC from typing import Union, Tuple, Any, List, Iterable import tensorflow as tf from hanlp.components.taggers.tagger_tf import TaggerComponent from hanlp.transform.tsv_tf import TSVTaggingTransform from hanlp.common.vocab_tf import Voca...
126
4,928
HanLP
hanlp/components/taggers/ngram_conv/ngram_conv_tagger.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-10-25 00:04 from typing import Union, Optional, Tuple, Any, Iterable, List import tensorflow as tf from hanlp_common.structure import SerializableDict from hanlp.components.taggers.tagger_tf import TaggerComponent from hanlp.transform.tsv_tf import TSVTaggingTrans...
178
8,043
HanLP
hanlp/components/taggers/rnn/rnntaggingmodel.py
.py
# MIT License # # Copyright (c) 2020 Yu Zhang # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, pub...
101
3,411
HanLP
hanlp/components/taggers/transformers/metrics_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-30 16:33 import tensorflow as tf class Accuracy(tf.keras.metrics.SparseCategoricalAccuracy): def __init__(self, name='sparse_categorical_accuracy', dtype=None, mask_value=0): super().__init__(name, dtype) self.mask_value = mask_value de...
16
507
HanLP
hanlp/components/taggers/transformers/transformer_tagger_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-29 13:55 import math import tensorflow as tf from hanlp.common.transform_tf import Transform from hanlp.components.taggers.tagger_tf import TaggerComponent from hanlp.components.taggers.transformers.transformer_transform_tf import TransformerTransform from hanlp...
95
4,176
HanLP
hanlp/components/taggers/transformers/transformer_transform_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-29 15:14 from typing import Union, Tuple, List, Iterable import tensorflow as tf from hanlp_common.structure import SerializableDict from hanlp.common.transform_tf import Transform from hanlp.common.vocab_tf import VocabTF from hanlp.layers.transformers.utils_tf...
133
6,373
HanLP
hanlp/components/taggers/transformers/transformer_tagger.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-06-15 20:55 import logging from typing import Union, List import torch from torch import nn from torch.utils.data import DataLoader from hanlp.common.dataset import PadSequenceDataLoader, SamplerBuilder, TransformableDataset from hanlp.common.structure import Histo...
295
12,934
HanLP
hanlp/components/sts/transformer_sts.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2021-05-20 17:03 import logging from typing import Union, List import torch from torch.utils.data import DataLoader from hanlp.common.structure import History from hanlp.layers.transformers.pt_imports import AutoConfig_, AutoTokenizer_ from transformers import AutoModelFo...
243
11,294
HanLP
hanlp/components/mtl/multi_task_learning.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-06-20 19:55 import functools import itertools import logging import os from collections import defaultdict from copy import copy from itertools import chain from typing import Union, List, Callable, Dict, Optional, Any, Iterable, Tuple import numpy as np import torc...
816
38,855
HanLP
hanlp/components/mtl/tasks/constituency.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-11-29 16:52 import logging from typing import Dict, Any, List, Union, Iterable, Callable import torch from phrasetree.tree import Tree from hanlp_common.constant import BOS, EOS from hanlp_common.document import Document from hanlp.components.parsers.biaffine.biaff...
170
7,753
HanLP
hanlp/components/mtl/tasks/ud.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-17 21:54 import logging from typing import Dict, Any, List, Union, Iterable, Callable import torch from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadSequenceDataLoader from hanlp_common.document import Document from hanl...
172
7,550
HanLP
hanlp/components/mtl/tasks/lem.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-09 16:37 import logging from typing import Dict, Any, Union, Iterable, Callable, List import torch from hanlp.common.dataset import SamplerBuilder, PadSequenceDataLoader from hanlp.common.transform import VocabDict from hanlp.components.lemmatizer import Transfor...
130
6,279
HanLP
hanlp/components/mtl/tasks/pos.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-10-19 18:56 import logging from typing import Dict, Any, Union, Iterable, Callable, List, Tuple, Sequence import torch from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadSequenceDataLoader from hanlp.common.transform import ...
166
7,924
HanLP
hanlp/components/mtl/tasks/amr.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-12 16:05 import logging from typing import Dict, Any, List, Union, Iterable, Callable import torch from stog.data.dataset_readers.amr_parsing.amr import AMRGraph from stog.data.dataset_readers.amr_parsing.node_utils import NodeUtilities from stog.data.dataset_rea...
175
8,216
HanLP
hanlp/components/mtl/tasks/dep_2nd.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-07 14:14 import logging from typing import Dict, Any, Union, Iterable, Callable, List import torch from hanlp_common.util import merge_locals_kwargs from torch.utils.data import DataLoader import hanlp.utils.torch_util from hanlp.common.dataset import SamplerBui...
112
5,181
HanLP
hanlp/components/mtl/tasks/__init__.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-02 16:51 import logging import os import warnings from abc import ABC, abstractmethod from copy import copy from typing import Callable, Dict, Any, Union, Iterable, List import torch from hanlp_common.util import merge_locals_kwargs from torch.utils.data import D...
289
11,578
HanLP
hanlp/components/mtl/tasks/sdp.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-13 21:39 import logging from typing import Dict, Any, Union, Iterable, List import torch from torch.optim import Adam from torch.optim.lr_scheduler import ExponentialLR from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadS...
171
8,587
HanLP
hanlp/components/mtl/tasks/dep.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-13 21:39 import logging from typing import Dict, Any, Union, Iterable, List import torch from torch.optim import Adam from torch.optim.lr_scheduler import ExponentialLR from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadS...
167
8,197
HanLP
hanlp/components/mtl/tasks/tok/tag_tok.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-11 16:35 import logging from typing import Dict, Any, Union, Iterable, List, Set import torch from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadSequenceDataLoader from hanlp.common.transform import VocabDict, TransformLi...
206
10,201
HanLP
hanlp/components/mtl/tasks/tok/reg_tok.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-02 16:51 import logging from typing import Union, List, Dict, Any, Iterable, Tuple import torch from hanlp_common.util import merge_locals_kwargs from torch import Tensor from torch.utils.data import DataLoader import hanlp.utils.torch_util from hanlp.common.dat...
110
5,225
HanLP
hanlp/components/mtl/tasks/srl/bio_srl.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-04 16:50 import logging from typing import Dict, Any, List, Union, Iterable, Callable import torch from torch.utils.data import DataLoader from hanlp.common.dataset import PadSequenceDataLoader, SamplerBuilder from hanlp.common.transform import VocabDict from ha...
127
6,010
HanLP
hanlp/components/mtl/tasks/srl/rank_srl.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-05 15:43 import logging from typing import Union, List, Dict, Any, Iterable, Callable import torch from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadSequenceDataLoader from hanlp.common.transform import VocabDict from ha...
122
6,609
HanLP
hanlp/components/mtl/tasks/ner/biaffine_ner.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-08-05 01:49 import logging from copy import copy from typing import Dict, Any, Union, Iterable, List import torch from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadSequenceDataLoader from hanlp.common.transform import Vocab...
108
5,782
HanLP
hanlp/components/mtl/tasks/ner/tag_ner.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-03 14:35 import logging from typing import Union, List, Dict, Any, Iterable, Callable, Set, Sequence import torch from hanlp_trie import DictInterface from torch.utils.data import DataLoader from hanlp.common.dataset import SamplerBuilder, PadSequenceDataLoader ...
169
8,902
HanLP
hanlp/components/parsers/biaffine_parser_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-22 12:47 import logging import math import os from typing import List import numpy as np import tensorflow as tf from hanlp.components.parsers.parse_alg import unique_root, adjust_root_score, chu_liu_edmonds from hanlp.layers.transformers.loader_tf import build_t...
568
29,536
HanLP
hanlp/components/parsers/alg_tf.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-26 19:49 # Ported from the PyTorch implementation https://github.com/zysite/biaffine-parser from typing import List import numpy as np import tensorflow as tf from collections import defaultdict def nonzero(t: tf.Tensor) -> tf.Tensor: return tf.where(t > 0) ...
290
10,513
HanLP
hanlp/components/parsers/parse_alg.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-04-02 23:20 from collections import defaultdict import hanlp.utils.span_util from hanlp.components.parsers.chu_liu_edmonds import decode_mst import numpy as np class Tarjan: """Computes Tarjan's algorithm for finding strongly connected components (cycles) of a...
313
10,912
HanLP
hanlp/components/parsers/chu_liu_edmonds.py
.py
# Adopted from https://github.com/allenai/allennlp under Apache Licence 2.0. # Changed the packaging. from typing import List, Set, Tuple, Dict import numpy def decode_mst( energy: numpy.ndarray, length: int, has_labels: bool = True ) -> Tuple[numpy.ndarray, numpy.ndarray]: """Note: Counter to typical in...
315
10,923
HanLP
hanlp/components/parsers/alg.py
.py
# MIT License # # Copyright (c) 2020 Yu Zhang # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, pub...
762
29,627
HanLP
hanlp/components/parsers/conll.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2019-12-26 15:37 from typing import Union from hanlp.utils.io_util import get_resource, TimingFileIterator from hanlp.utils.log_util import logger def collapse_enhanced_empty_nodes(sent: list): collapsed = [] for cells in sent: if isinstance(cells[0], f...
74
2,534
HanLP
hanlp/components/parsers/ud/tag_decoder.py
.py
# This file is modified from udify, which is licensed under the MIT license: # MIT License # # Copyright (c) 2019 Dan Kondratyuk # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without rest...
137
5,766
HanLP
hanlp/components/parsers/ud/util.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-14 20:44 from hanlp_common.constant import ROOT from hanlp.components.parsers.ud.lemma_edit import gen_lemma_rule def generate_lemma_rule(sample: dict): if 'LEMMA' in sample: sample['lemma'] = [gen_lemma_rule(word, lemma) if lemma != "_" else "_" for...
29
955
HanLP
hanlp/components/parsers/ud/ud_parser.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-14 20:34 import logging from copy import deepcopy from typing import Union, List, Callable import torch from torch.utils.data import DataLoader from hanlp_common.constant import IDX from hanlp.common.dataset import PadSequenceDataLoader, SortingSamplerBuilder fr...
347
15,674
HanLP
hanlp/components/parsers/ud/ud_model.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-12-15 14:21 from typing import Dict, Any import torch from hanlp.components.parsers.biaffine.biaffine_dep import BiaffineDependencyParser from hanlp.components.parsers.biaffine.biaffine_model import BiaffineDecoder from hanlp.components.parsers.ud.tag_decoder impo...
140
5,198
HanLP
hanlp/components/parsers/ud/lemma_edit.py
.py
""" Utilities for processing lemmas Adopted from UDPipe Future https://github.com/CoNLL-UD-2018/UDPipe-Future """ def min_edit_script(source, target, allow_copy=False): """Finds the minimum edit script to transform the source to the target Args: source: target: allow_copy: (Default valu...
136
4,317
HanLP
hanlp/components/parsers/ud/udify_util.py
.py
# This file is modified from udify and allennlp, which are licensed under the MIT license: # MIT License # # Copyright (c) 2019 Dan Kondratyuk and allennlp # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # i...
370
15,298
HanLP
hanlp/components/parsers/constituency/crf_constituency_parser.py
.py
# -*- coding:utf-8 -*- # Author: hankcs # Date: 2020-11-28 21:24 import logging from typing import Union, List import torch from phrasetree.tree import Tree from torch.utils.data import DataLoader from hanlp_common.constant import BOS, EOS, IDX from hanlp.common.dataset import TransformableDataset, SamplerBuilder, Pa...
323
13,484
HanLP
hanlp/components/parsers/constituency/treecrf.py
.py
# -*- coding:utf-8 -*- # Adopted from https://github.com/yzhangcs/parser # MIT License # # Copyright (c) 2020 Yu Zhang # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, i...
361
16,923
HanLP
hanlp/components/parsers/constituency/crf_constituency_model.py
.py
# -*- coding:utf-8 -*- # Adopted from https://github.com/yzhangcs/parser # MIT License # # Copyright (c) 2020 Yu Zhang # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, i...
215
9,086