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data_helpers.py 2.11 KB
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chenhaozhe 提交于 2021-09-16 00:20 +08:00 . Move mindspore-master to models-master
# Copyright 2020 Huawei Technologies Co., Ltd
#
# 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 applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ============================================================================
"""dataset helpers api"""
import argparse
import os
import numpy as np
parser = argparse.ArgumentParser(description='textrcnn')
parser.add_argument('--task', type=str, help='the data preprocess task, including dataset_split.')
parser.add_argument('--data_dir', type=str, help='the source dataset directory.', default='./data_src')
parser.add_argument('--out_dir', type=str, help='the target dataset directory.', default='./data')
args = parser.parse_args()
def dataset_split(label):
"""dataset_split api"""
# label can be 'pos' or 'neg'
pos_samples = []
pos_file = os.path.join(args.data_dir, "rt-polaritydata", "rt-polarity." + label)
pfhand = open(pos_file, encoding='utf-8')
pos_samples += pfhand.readlines()
pfhand.close()
np.random.seed(0)
perm = np.random.permutation(len(pos_samples))
perm_train = perm[0:int(len(pos_samples) * 0.9)]
perm_test = perm[int(len(pos_samples) * 0.9):]
pos_samples_train = []
pos_samples_test = []
for pt in perm_train:
pos_samples_train.append(pos_samples[pt])
for pt in perm_test:
pos_samples_test.append(pos_samples[pt])
f = open(os.path.join(args.out_dir, 'train', label), "w")
f.write(''.join(pos_samples_train))
f.close()
f = open(os.path.join(args.out_dir, 'test', label), "w")
f.write(''.join(pos_samples_test))
f.close()
if __name__ == '__main__':
if args.task == "dataset_split":
dataset_split('pos')
dataset_split('neg')
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