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preprocess.py 1.82 KB
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zhaoting 提交于 2022-11-17 14:18 +08:00 . move official models
# Copyright 2021 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.
# ============================================================================
"""
##############preprocess textcnn example on movie review#################
"""
import os
import numpy as np
from model_utils.config import config
from src.dataset import MovieReview, SST2, Subjectivity
if __name__ == '__main__':
if config.dataset == 'MR':
instance = MovieReview(root_dir=config.data_path, maxlen=config.word_len, split=0.9)
elif config.dataset == 'SUBJ':
instance = Subjectivity(root_dir=config.data_path, maxlen=config.word_len, split=0.9)
elif config.dataset == 'SST2':
instance = SST2(root_dir=config.data_path, maxlen=config.word_len, split=0.9)
dataset = instance.create_test_dataset(batch_size=config.batch_size)
img_path = os.path.join(config.result_path, "00_data")
os.makedirs(img_path)
label_list = []
for i, data in enumerate(dataset.create_dict_iterator(output_numpy=True)):
file_name = "textcnn_bs" + str(config.batch_size) + "_" + str(i) + ".bin"
file_path = img_path + "/" + file_name
data['data'].tofile(file_path)
label_list.append(data['label'])
np.save(config.result_path + "label_ids.npy", label_list)
print("="*20, "export bin files finished", "="*20)
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