Pytorch如何打印与Keras的model.summary()类似的输出(最新推荐)
作者:Xminyang
这篇文章主要介绍了Pytorch如何打印与Keras的model.summary()类似的输出,本文给大家介绍的非常详细,对大家的学习或工作具有一定的参考借鉴价值,需要的朋友可以参考下
1 Keras的model.summary()
2 Pytorch实现
2.1 安装torchsummary包
pip install torchsummary
2.2 代码
import torch import torch.nn as nn import torch.nn.functional as F from torchsummary import summary class Net(nn.Module): def __init__(self): super(Net, self).__init__() self.conv1 = nn.Conv2d(1, 10, kernel_size=5) self.conv2 = nn.Conv2d(10, 20, kernel_size=5) self.conv2_drop = nn.Dropout2d() self.fc1 = nn.Linear(320, 50) self.fc2 = nn.Linear(50, 10) def forward(self, x): x = F.relu(F.max_pool2d(self.conv1(x), 2)) x = F.relu(F.max_pool2d(self.conv2_drop(self.conv2(x)), 2)) x = x.view(-1, 320) x = F.relu(self.fc1(x)) x = F.dropout(x, training=self.training) x = self.fc2(x) return F.log_softmax(x, dim=1) device = torch.device("cuda" if torch.cuda.is_available() else "cpu") # PyTorch v0.4.0 model = Net().to(device) summary(model, (1, 28, 28))
2.3 运行结果
参考材料:
Keras style model.summary() in PyTorch
How do I print the model summary in Pytorch
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