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convert_labels.py
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convert_labels.py
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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
import os
import pathlib
import sys
def create_labels_header(labels_file, section, output_path):
"""
This function generates a header file containing the ImageNet labels as an array of strings
"""
labels_path = pathlib.Path(labels_file).resolve()
file_path = pathlib.Path(f"{output_path}/labels.h").resolve()
if not os.path.exists(output_path):
# 创建文件夹
os.makedirs(output_path)
with open(labels_path) as f:
labels = f.readlines()
with open(file_path, "w+") as header_file:
header_file.write(f'char* labels[] __attribute__((section("{section}"), aligned(16))) = {{')
for _, label in enumerate(labels):
header_file.write(f'"{label.rstrip()}",')
header_file.write("};\n")
print("Data loaded successfully:")
if __name__ == "__main__":
# path = 'data/TestY_eu_MLIII.csv'
# create_labels_header(path, ".data.tvm", "./include")
create_labels_header(sys.argv[1], ".data.tvm", "./include")
#linux: python3 ./convert_labels.py ./data/TestY_eu_MLIII.csv
#windows: python convert_labels.py data/TestY_eu_MLIII.csv