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import sys
import os
sys.path.append(os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))))
from utils.dataset_utils import get_cifar10_dataloaders
from utils.train_utils import train_model
from model import VGG
def main():
# 获取数据加载器
trainloader, testloader = get_cifar10_dataloaders(batch_size=128)
# 创建模型
cfg = {
'VGG16': [64, 64, 'M', 128, 128, 'M', 256, 256, 256, 'M', 512, 512, 512, 'M', 512, 512, 512, 'M']
}
model = VGG('VGG16')
# 训练模型
train_model(
model=model,
trainloader=trainloader,
testloader=testloader,
epochs=200,
lr=0.1,
device='cuda',
save_dir='../model',
model_name='vgg16'
)
if __name__ == '__main__':
main()
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