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Lix1993 committed Feb 26, 2024
1 parent 34c6727 commit f5813a8
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162 changes: 162 additions & 0 deletions .gitignore
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cache

# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST

# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec

# Installer logs
pip-log.txt
pip-delete-this-directory.txt

# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
cover/

# Translations
*.mo
*.pot

# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal

# Flask stuff:
instance/
.webassets-cache

# Scrapy stuff:
.scrapy

# Sphinx documentation
docs/_build/

# PyBuilder
.pybuilder/
target/

# Jupyter Notebook
.ipynb_checkpoints

# IPython
profile_default/
ipython_config.py

# pyenv
# For a library or package, you might want to ignore these files since the code is
# intended to run in multiple environments; otherwise, check them in:
# .python-version

# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock

# poetry
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
# This is especially recommended for binary packages to ensure reproducibility, and is more
# commonly ignored for libraries.
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
#poetry.lock

# pdm
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
#pdm.lock
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
# in version control.
# https://pdm.fming.dev/#use-with-ide
.pdm.toml

# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
__pypackages__/

# Celery stuff
celerybeat-schedule
celerybeat.pid

# SageMath parsed files
*.sage.py

# Environments
.env
.venv
env/
venv/
ENV/
env.bak/
venv.bak/

# Spyder project settings
.spyderproject
.spyproject

# Rope project settings
.ropeproject

# mkdocs documentation
/site

# mypy
.mypy_cache/
.dmypy.json
dmypy.json

# Pyre type checker
.pyre/

# pytype static type analyzer
.pytype/

# Cython debug symbols
cython_debug/

# PyCharm
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
# and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/
31 changes: 19 additions & 12 deletions data_helper.py
Original file line number Diff line number Diff line change
@@ -1,9 +1,9 @@
from collections import Counter
from torchtext.vocab import Vocab
import re

import torch
from torch.utils.data import DataLoader
from torchtext.data.utils import get_tokenizer
import torch
import re
from torchtext.vocab import build_vocab_from_iterator
from tqdm import tqdm


Expand All @@ -29,12 +29,18 @@ def build_vocab(tokenizer, filepath, min_freq, specials=None):
"""
if specials is None:
specials = ['<unk>', '<pad>']
counter = Counter()
with open(filepath, encoding='utf8') as f:
for string_ in tqdm(f):
string_ = string_.strip().split('","')[-1][:-1] # 新闻描述
counter.update(tokenizer(clean_str(string_)))
return Vocab(counter, min_freq=min_freq, specials=specials)

def yield_tokens(filepath):
with open(filepath, encoding='utf8') as f:
for string_ in f:
yield tokenizer(string_)

vocab_obj = build_vocab_from_iterator(yield_tokens(
filepath), specials=specials, min_freq=min_freq)

vocab_obj.set_default_index(vocab_obj['<unk>'])

return vocab_obj


def pad_sequence(sequences, batch_first=False, max_len=None, padding_value=0):
Expand Down Expand Up @@ -96,7 +102,7 @@ def data_process(self, filepath):
:return:
"""

raw_iter = open(filepath,encoding='utf8').readlines()
raw_iter = open(filepath, encoding='utf8').readlines()
data = []
max_len = 0
for raw in tqdm(raw_iter, ncols=80):
Expand All @@ -111,7 +117,8 @@ def data_process(self, filepath):
return data, max_len

def load_train_val_test_data(self, train_file_paths, test_file_paths):
train_data, max_sen_len = self.data_process(train_file_paths) # 得到处理好的所有样本
train_data, max_sen_len = self.data_process(
train_file_paths) # 得到处理好的所有样本
if self.max_sen_len == 'same':
self.max_sen_len = max_sen_len
test_data, _ = self.data_process(test_file_paths)
Expand Down

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