如何使用 libtorch 实现 LeNet 网络?
如何使用 libtorch 实现 LeNet 网络?
LeNet 网络论文地址:
http://yann.lecun.com/exdb/publis/pdf/lecun-01a.pdf
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" alt="LeNet">
C1 卷积层
{1,1,28,28}
是什么?
1 输入的批次
1 图像的通道大小
28 图像的高
28 图像的宽
输入:{1,1,28,28}
通过填充一个边界 2
,使得输入变成 {1,1,32,32}
。
滑动窗口大小:{5,5}
输出:{1,6,32,32}
S2 降采样
输入:{1,6,32,32}
滑动窗口大小:{2,2,}
滑动步长:{2,2}
输出:{1,6,14,14}
C3 卷积层
输入:{1,16,14,14}
滑动窗口大小:{5,5}
输出:{1,16,10,10}
S4 降采样
输入:{1,16,10,10}
滑动窗口大小:{2,2,}
滑动步长:{2,2}
输出:{1,16,5,5}
C5 卷积层
输入:{1,16,5,5}
滑动窗口大小:{5,5}
输出:{1,120,1,1}
F6 全连接层
这里要把网络形状从 {1,120,1,1}
改变改变成 {1,120}
第一个全连接
输入:{1,120}
输出:{1,84}
第二个全连接
输入:{1,84}
输出:{84,10}
0~9 总共是 10 个类别嘛,这里就输出 10个就行了。
全连接就是线性层,网络形状不一样不能全连接的,所以这里要把形状改变成一样的。
基本按照那图写一遍就明白了。
关于输入和输出的网络推断公式可以去参考 pytorch 里面的函数说明,上面都有写推断公式滴。
// Define a new Module.
struct Net : torch::nn::Module {
Net() {
conv1 = register_module("conv1", torch::nn::Conv2d(torch::nn::Conv2dOptions(1, 6, /*kernel_size*/{ 5,5 }).padding(/*28->32*/{2,2})));
conv2 = register_module("conv2", torch::nn::Conv2d(torch::nn::Conv2dOptions(6, 16, /*kernel_size*/{5,5})));
conv3 = register_module("conv3", torch::nn::Conv2d(torch::nn::Conv2dOptions(16, 120, /*kernel_size*/{5,5})));
fc1 = register_module("fc1", torch::nn::Linear(torch::nn::LinearOptions(120, 84)));
fc2 = register_module("fc2", torch::nn::Linear(torch::nn::LinearOptions(84, 10)));
}
// Implement the Net's algorithm.
torch::Tensor forward(torch::Tensor x) {
x = conv1->forward(x);//6@28x28
x = torch::max_pool2d(x, { 2,2 }, { 2,2 });//6@14x14
x = conv2->forward(x);//16@10x10
x = torch::max_pool2d(x, { 2,2 }, { 2,2 });//16@10x10
x = conv3->forward(x);//120@1x1
x = x.view({ x.size(0),-1 });//-1 表示自动推理计算出该值
x = fc1->forward(x);//120->84
x = fc2->forward(x);//84->10
x = torch::log_softmax(x,/*dim=*/1);
return x;
}
// Use one of many "standard library" modules.
torch::nn::Conv2d conv1 { nullptr };
torch::nn::Conv2d conv2 { nullptr };
torch::nn::Conv2d conv3 { nullptr };
torch::nn::Linear fc1{ nullptr };
torch::nn::Linear fc2{ nullptr };
};
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