repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/structual_attention.py | hanlp/components/parsers/biaffine/structual_attention.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-06-26 10:40
from typing import Union, List
import torch
import torch.nn.functional as F
from hanlp.utils.torch_util import lengths_to_mask
from torch import nn
from hanlp.common.torch_component import TorchComponent
from hanlp.components.parsers.biaffine.biaffine_d... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/mlp.py | hanlp/components/parsers/biaffine/mlp.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/biaffine_2nd_dep.py | hanlp/components/parsers/biaffine/biaffine_2nd_dep.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-08-06 13:57
import functools
from typing import Union, List, Any
import torch
from hanlp_common.constant import UNK
from hanlp.common.transform import TransformList
from hanlp.common.vocab import Vocab
from hanlp.components.parsers.biaffine.biaffine import Biaffine
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/biaffine_sdp.py | hanlp/components/parsers/biaffine/biaffine_sdp.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-07-28 15:12
import functools
from collections import Counter
from typing import Union, List
import torch
from torch import nn
from hanlp_common.constant import UNK
from hanlp.common.transform import TransformList
from hanlp.components.parsers.biaffine.biaffine_dep ... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/__init__.py | hanlp/components/parsers/biaffine/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-08 20:43
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/biaffine_dep.py | hanlp/components/parsers/biaffine/biaffine_dep.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-08 20:51
import os
from collections import Counter
from typing import Union, Any, List
from hanlp.layers.transformers.pt_imports import PreTrainedTokenizer, AutoModel_, AutoTokenizer_
import torch
from hanlp.utils.torch_util import lengths_to_mask
from torch impo... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/biaffine.py | hanlp/components/parsers/biaffine/biaffine.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/biaffine/variationalbilstm.py | hanlp/components/parsers/biaffine/variationalbilstm.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/ud/tag_decoder.py | hanlp/components/parsers/ud/tag_decoder.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/ud/util.py | hanlp/components/parsers/ud/util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/ud/ud_parser.py | hanlp/components/parsers/ud/ud_parser.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/ud/ud_model.py | hanlp/components/parsers/ud/ud_model.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/ud/udify_util.py | hanlp/components/parsers/ud/udify_util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/ud/__init__.py | hanlp/components/parsers/ud/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-12-14 20:34
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/components/parsers/ud/lemma_edit.py | hanlp/components/parsers/ud/lemma_edit.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/span_util.py | hanlp/utils/span_util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/rules.py | hanlp/utils/rules.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/torch_util.py | hanlp/utils/torch_util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/log_util.py | hanlp/utils/log_util.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='%',... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/string_util.py | hanlp/utils/string_util.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(... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/time_util.py | hanlp/utils/time_util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/io_util.py | hanlp/utils/io_util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/__init__.py | hanlp/utils/__init__.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/tf_util.py | hanlp/utils/tf_util.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)
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/component_util.py | hanlp/utils/component_util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/init_util.py | hanlp/utils/init_util.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/__init__.py | hanlp/utils/lang/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-01-09 18:46
__doc__ = '''
This package holds misc utils for specific languages.
'''
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/zh/localization.py | hanlp/utils/lang/zh/localization.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/zh/char_table.py | hanlp/utils/lang/zh/char_table.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_... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/zh/__init__.py | hanlp/utils/lang/zh/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-01-09 18:47 | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/en/__init__.py | hanlp/utils/lang/en/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2021-12-28 19:28
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/en/english_tokenizer.py | hanlp/utils/lang/en/english_tokenizer.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
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/ja/bert_tok.py | hanlp/utils/lang/ja/bert_tok.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/lang/ja/__init__.py | hanlp/utils/lang/ja/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2021-05-13 13:24
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/file_read_backwards/buffer_work_space.py | hanlp/utils/file_read_backwards/buffer_work_space.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."... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/file_read_backwards/file_read_backwards.py | hanlp/utils/file_read_backwards/file_read_backwards.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/utils/file_read_backwards/__init__.py | hanlp/utils/file_read_backwards/__init__.py | # -*- coding: utf-8 -*-
from .file_read_backwards import FileReadBackwards # noqa: F401
__author__ = """Robin Robin"""
__email__ = 'robinsquare42@gmail.com'
__version__ = '2.0.0'
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/callbacks/fine_csv_logger.py | hanlp/callbacks/fine_csv_logger.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/callbacks/__init__.py | hanlp/callbacks/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-05 02:10 | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/vocab_tf.py | hanlp/common/vocab_tf.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/transform.py | hanlp/common/transform.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/structure.py | hanlp/common/structure.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/vocab.py | hanlp/common/vocab.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/component.py | hanlp/common/component.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/dataset.py | hanlp/common/dataset.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | true |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/transform_tf.py | hanlp/common/transform_tf.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/torch_component.py | hanlp/common/torch_component.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/keras_component.py | hanlp/common/keras_component.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/common/__init__.py | hanlp/common/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-08-26 14:45
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/table_tf.py | hanlp/transform/table_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-11-10 21:00
from abc import ABC
from typing import Tuple, Union
import numpy as np
import tensorflow as tf
from hanlp_common.structure import SerializableDict
from hanlp.common.transform_tf import Transform
from hanlp_common.constant import PAD
from hanlp.common.voc... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/tacred_tf.py | hanlp/transform/tacred_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-03-14 17:06
from typing import Union, Tuple
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_common.io import load_json
from hanlp_common... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/transformer_tokenizer.py | hanlp/transform/transformer_tokenizer.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-03 16:23
import warnings
from typing import Union, Optional
from hanlp_common.constant import BOS, EOS
from hanlp_common.structure import SerializableDict
from hanlp.layers.transformers.pt_imports import PreTrainedTokenizer, PretrainedConfig, AutoTokenizer_
from ... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | true |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/text_tf.py | hanlp/transform/text_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-04 11:46
from typing import Union, Tuple, Iterable, Any
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.metrics.chunking.sequence_lab... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/tsv_tf.py | hanlp/transform/tsv_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-06-13 21:15
import functools
from abc import ABC
from typing import Tuple, Union, Optional, Iterable, List
import tensorflow as tf
from hanlp_common.structure import SerializableDict
from hanlp.common.transform_tf import Transform
from hanlp.common.vocab_tf import... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/txt_tf.py | hanlp/transform/txt_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-10-24 15:07
import functools
from abc import ABC
from typing import Tuple, Union, List, Iterable
import tensorflow as tf
from hanlp.common.transform_tf import Transform
from hanlp.common.vocab_tf import VocabTF
from hanlp.utils.io_util import get_resource
from hanl... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/__init__.py | hanlp/transform/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-29 22:24 | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/conll_tf.py | hanlp/transform/conll_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-08 15:30
from abc import abstractmethod
from collections import Counter
from typing import Union, Tuple, Iterable, Any, Generator
import numpy as np
import tensorflow as tf
from transformers import PreTrainedTokenizer, PretrainedConfig
from hanlp_common.constant... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | true |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/transform/glue_tf.py | hanlp/transform/glue_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-08 16:34
from hanlp_common.structure import SerializableDict
from hanlp.datasets.glu.glue import STANFORD_SENTIMENT_TREEBANK_2_TRAIN, MICROSOFT_RESEARCH_PARAPHRASE_CORPUS_DEV
from hanlp.transform.table_tf import TableTransform
class StanfordSentimentTreebank2Tra... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/time_distributed.py | hanlp/layers/time_distributed.py | """
A wrapper that unrolls the second (time) dimension of a tensor
into the first (batch) dimension, applies some other `Module`,
and then rolls the time dimension back up.
"""
from typing import List
import torch
class TimeDistributed(torch.nn.Module):
"""
Given an input shaped like `(batch_size, time_ste... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/weight_normalization.py | hanlp/layers/weight_normalization.py | # Copyright 2019 The TensorFlow Authors. All Rights Reserved.
#
# 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 required by applica... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/dropout.py | hanlp/layers/dropout.py | # -*- coding:utf-8 -*-
# Date: 2020-06-05 17:47
from typing import List
import torch
import torch.nn as nn
class WordDropout(nn.Module):
def __init__(self, p: float, oov_token: int, exclude_tokens: List[int] = None) -> None:
super().__init__()
self.oov_token = oov_token
self.p = p
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/scalar_mix.py | hanlp/layers/scalar_mix.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... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/cnn_encoder.py | hanlp/layers/cnn_encoder.py | from typing import Optional, Tuple
import torch
from torch.nn import Conv1d, Linear
class CnnEncoder(torch.nn.Module):
"""
A `CnnEncoder` is a combination of multiple convolution layers and max pooling layers. As a
[`Seq2VecEncoder`](./seq2vec_encoder.md), the input to this module is of shape `(batch_si... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/feedforward.py | hanlp/layers/feedforward.py | """
A feed-forward neural network.
"""
from typing import List, Union
import torch
from hanlp.utils.torch_util import activation_from_name
class FeedForward(torch.nn.Module):
"""
This `Module` is a feed-forward neural network, just a sequence of `Linear` layers with
activation functions in between.
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/__init__.py | hanlp/layers/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-10-26 00:50 | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/feed_forward.py | hanlp/layers/feed_forward.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-07-06 14:37
from typing import Union, List
from hanlp.layers import feedforward
from hanlp.common.structure import ConfigTracker
class FeedForward(feedforward.FeedForward, ConfigTracker):
def __init__(self, input_dim: int, num_layers: int, hidden_dims: Union[... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/encoder.py | hanlp/layers/transformers/encoder.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-06-22 21:06
import warnings
from typing import Union, Dict, Any, Sequence, Tuple, Optional
import torch
from torch import nn
from hanlp.layers.dropout import WordDropout
from hanlp.layers.scalar_mix import ScalarMixWithDropout, ScalarMixWithDropoutBuilder
from hanlp... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/utils_tf.py | hanlp/layers/transformers/utils_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-29 15:32
import tensorflow as tf
from hanlp.optimizers.adamw import create_optimizer
from hanlp.utils.log_util import logger
def config_is(config, model='bert'):
return model in type(config).__name__.lower()
def convert_examples_to_features(
words,... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/resource.py | hanlp/layers/transformers/resource.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2021-05-20 12:43
from hanlp.utils.io_util import get_resource
from hanlp_common.constant import HANLP_URL
tokenizer_mirrors = {
'hfl/chinese-electra-180g-base-discriminator': HANLP_URL + 'transformers/electra_zh_base_20210706_125233.zip',
'hfl/chinese-electra-180... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/utils.py | hanlp/layers/transformers/utils.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-06-15 21:22
from collections import defaultdict
from typing import Tuple, Union
import torch
from torch.nn import functional as F
from hanlp.components.parsers.ud import udify_util as util
from hanlp.layers.transformers.pt_imports import PreTrainedModel
def trans... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/tf_imports.py | hanlp/layers/transformers/tf_imports.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-08 21:57
from transformers import BertTokenizer, BertConfig, PretrainedConfig, TFAutoModel, \
AutoConfig, AutoTokenizer, PreTrainedTokenizer, TFPreTrainedModel, TFAlbertModel, TFAutoModelWithLMHead, \
BertTokenizerFast, TFAlbertForMaskedLM, AlbertConfig, T... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/__init__.py | hanlp/layers/transformers/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-29 15:17
# mute transformers
import logging
logging.getLogger('transformers.file_utils').setLevel(logging.ERROR)
logging.getLogger('transformers.filelock').setLevel(logging.ERROR)
logging.getLogger('transformers.tokenization_utils').setLevel(logging.ERROR)
loggin... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/pt_imports.py | hanlp/layers/transformers/pt_imports.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-09 11:25
import os
import warnings
from hanlp.layers.transformers.resource import get_tokenizer_mirror, get_model_mirror
if os.environ.get('TOKENIZERS_PARALLELISM', None) is None:
os.environ["TOKENIZERS_PARALLELISM"] = "false"
from transformers import BertTo... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/loader_tf.py | hanlp/layers/transformers/loader_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-01-04 06:05
import tensorflow as tf
from transformers import TFAutoModel
from hanlp.layers.transformers.pt_imports import AutoTokenizer_, AutoModel_
def build_transformer(transformer, max_seq_length, num_labels, tagging=True, tokenizer_only=False):
tokenizer =... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/transformers/relative_transformer.py | hanlp/layers/transformers/relative_transformer.py | # A modified version of the implementation from the following paper:
# TENER: Adapting Transformer Encoder for Named Entity Recognition
# Hang Yan, Bocao Deng, Xiaonan Li, Xipeng Qiu
import math
import torch
import torch.nn.functional as F
from torch import Tensor, nn
from hanlp.common.structure import ConfigTracker
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/char_cnn_tf.py | hanlp/layers/embeddings/char_cnn_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-20 21:15
from functools import reduce
import tensorflow as tf
from hanlp.common.vocab_tf import VocabTF
from hanlp.utils.tf_util import hanlp_register
@hanlp_register
class CharCNNEmbeddingTF(tf.keras.layers.Layer):
def __init__(self, word_vocab: VocabTF, ... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/char_rnn_tf.py | hanlp/layers/embeddings/char_rnn_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-20 17:02
import tensorflow as tf
from hanlp.common.vocab_tf import VocabTF
from hanlp.utils.tf_util import hanlp_register
@hanlp_register
class CharRNNEmbeddingTF(tf.keras.layers.Layer):
def __init__(self, word_vocab: VocabTF, char_vocab: VocabTF,
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/char_rnn.py | hanlp/layers/embeddings/char_rnn.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-06-02 23:49
from typing import Optional, Callable, Union
import torch
import torch.nn as nn
from torch.nn.utils.rnn import pack_padded_sequence
from hanlp_common.configurable import AutoConfigurable
from hanlp.common.transform import VocabDict, ToChar
from hanlp.co... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/contextual_string_embedding.py | hanlp/layers/embeddings/contextual_string_embedding.py | # Most codes of this file is adopted from flair, which is licenced under:
#
# The MIT License (MIT)
#
# Flair is licensed under the following MIT License (MIT) Copyright © 2018 Zalando SE, https://tech.zalando.com
# Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associ... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/util.py | hanlp/layers/embeddings/util.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-09 15:45
from typing import Union
import torch
from torch import nn
from hanlp.common.vocab import Vocab
from hanlp.utils.init_util import embedding_uniform
from hanlp.utils.torch_util import load_word2vec, load_word2vec_as_vocab_tensor
def index_word2vec_with... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/word2vec.py | hanlp/layers/embeddings/word2vec.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-09 13:38
import logging
import math
import os.path
from typing import Optional, Callable, Union, List, Dict
import torch
from hanlp_common.configurable import AutoConfigurable
from hanlp_common.constant import HANLP_VERBOSE
from hanlp_trie.trie import Trie
from t... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/fast_text.py | hanlp/layers/embeddings/fast_text.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-27 15:06
import logging
import os
import sys
from typing import Optional, Callable
import fasttext
import torch
from torch import nn
from torch.nn.utils.rnn import pad_sequence
from hanlp_common.configurable import AutoConfigurable
from torch.utils.data import D... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/contextual_string_embedding_tf.py | hanlp/layers/embeddings/contextual_string_embedding_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-19 03:24
from typing import List
import tensorflow as tf
import numpy as np
from hanlp.components.rnn_language_model_tf import RNNLanguageModel
from hanlp_common.constant import PAD
from hanlp.utils.io_util import get_resource
from hanlp.utils.tf_util import copy... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/util_tf.py | hanlp/layers/embeddings/util_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-05-09 15:46
from typing import Union
import tensorflow as tf
from hanlp.common.transform_tf import Transform
from hanlp.common.vocab_tf import VocabTF
from hanlp.layers.embeddings.char_cnn_tf import CharCNNEmbeddingTF
from hanlp.layers.embeddings.char_rnn_tf import... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/concat_embedding.py | hanlp/layers/embeddings/concat_embedding.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-20 17:08
import tensorflow as tf
from hanlp.utils.tf_util import hanlp_register, copy_mask
@hanlp_register
class ConcatEmbedding(tf.keras.layers.Layer):
def __init__(self, *embeddings, trainable=True, name=None, dtype=None, dynamic=False, **kwargs):
... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/contextual_word_embedding.py | hanlp/layers/embeddings/contextual_word_embedding.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-07-05 13:50
from typing import Optional, Union, List, Any, Dict, Tuple
import torch
from torch import nn
from hanlp_common.configurable import AutoConfigurable
from hanlp.layers.embeddings.embedding import Embedding
from hanlp.layers.scalar_mix import ScalarMixWith... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/__init__.py | hanlp/layers/embeddings/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-08-24 21:48
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/word2vec_tf.py | hanlp/layers/embeddings/word2vec_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-08-24 21:49
import os
from typing import Tuple, Union, List
import numpy as np
import tensorflow as tf
from tensorflow.python.ops import math_ops
from hanlp.common.vocab_tf import VocabTF
from hanlp.utils.io_util import get_resource
from hanlp.utils.torch_util impo... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/embedding.py | hanlp/layers/embeddings/embedding.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-06-02 13:04
from abc import ABC, abstractmethod
from typing import Callable, List, Optional, Iterable
import torch
from torch import nn
from torch.nn import Module
from hanlp_common.configurable import AutoConfigurable
from hanlp.common.transform import TransformLi... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/char_cnn.py | hanlp/layers/embeddings/char_cnn.py | # Adopted from https://github.com/allenai/allennlp under Apache Licence 2.0.
# Changed the packaging and created a subclass CharCNNEmbedding
from typing import Union, Tuple, Optional, Callable
import torch
from torch import nn
from hanlp.layers.cnn_encoder import CnnEncoder
from hanlp.layers.time_distributed import Ti... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/embeddings/fast_text_tf.py | hanlp/layers/embeddings/fast_text_tf.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-10-29 13:14
import os
import sys
import numpy as np
import tensorflow as tf
from tensorflow.python.keras.utils import tf_utils
from hanlp_common.constant import PAD
from hanlp.utils.io_util import get_resource, stdout_redirected
from hanlp.utils.log_util import log... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/crf/crf_tf.py | hanlp/layers/crf/crf_tf.py | # Copyright 2019 The TensorFlow Authors. All Rights Reserved.
#
# 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 required by applica... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/crf/crf.py | hanlp/layers/crf/crf.py | # Copied from https://github.com/kmkurn/pytorch-crf
# Copyright 2017 Kemal Kurniawan <kemal@kkurniawan.com>
#
# 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 wi... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/crf/__init__.py | hanlp/layers/crf/__init__.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-18 22:55 | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/layers/crf/crf_layer_tf.py | hanlp/layers/crf/crf_layer_tf.py | # ******************************************************************************
# Copyright 2017-2018 Intel Corporation
#
# 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.apa... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/pretrained/amr.py | hanlp/pretrained/amr.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2022-01-25 11:47
from hanlp_common.constant import HANLP_URL
AMR3_SEQ2SEQ_BART_LARGE = HANLP_URL + 'amr/amr3_seq2seq_bart_large_83.30_20220125_114450.zip'
'''A seq2seq (:cite:`bevilacqua-etal-2021-one`) BART (:cite:`lewis-etal-2020-bart`) large parser trained on Abstract... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/pretrained/dep.py | hanlp/pretrained/dep.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-29 02:55
from hanlp_common.constant import HANLP_URL
CTB5_BIAFFINE_DEP_ZH = HANLP_URL + 'dep/biaffine_ctb5_20191229_025833.zip'
'Biaffine LSTM model (:cite:`dozat:17a`) trained on CTB5.'
CTB7_BIAFFINE_DEP_ZH = HANLP_URL + 'dep/biaffine_ctb7_20200109_022431.zip'
'... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/pretrained/word2vec.py | hanlp/pretrained/word2vec.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2019-12-21 18:25
from hanlp_common.constant import HANLP_URL
CONVSEG_W2V_NEWS_TENSITE = HANLP_URL + 'embeddings/convseg_embeddings.zip'
CONVSEG_W2V_NEWS_TENSITE_WORD_PKU = CONVSEG_W2V_NEWS_TENSITE + '#news_tensite.pku.words.w2v50'
CONVSEG_W2V_NEWS_TENSITE_WORD_MSR = CONV... | python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/pretrained/eos.py | hanlp/pretrained/eos.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2020-12-22 13:22
from hanlp_common.constant import HANLP_URL
UD_CTB_EOS_MUL = HANLP_URL + 'eos/eos_ud_ctb_mul_20201222_133543.zip'
'EOS model (:cite:`Schweter:Ahmed:2019`) trained on concatenated UD2.3 and CTB9.'
# Will be filled up during runtime
ALL = {}
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
hankcs/HanLP | https://github.com/hankcs/HanLP/blob/ddb1299bddff079e447af52ec12549c50636bfa8/hanlp/pretrained/srl.py | hanlp/pretrained/srl.py | # -*- coding:utf-8 -*-
# Author: hankcs
# Date: 2021-08-07 19:07
from hanlp_common.constant import HANLP_URL
CPB3_SRL_ELECTRA_SMALL = HANLP_URL + 'srl/cpb3_electra_small_crf_has_transform_20220218_135910.zip'
'Electra small model (:cite:`clark2020electra`) trained on CPB3. P=75.87% R=76.24% F1=76.05%.'
ALL = {}
| python | Apache-2.0 | ddb1299bddff079e447af52ec12549c50636bfa8 | 2026-01-04T14:42:01.948856Z | false |
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