nn.functional as F from pytorch_model_summary 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 =...
接下来,我们可以使用pytorch_model_summary生成模型的摘要信息: frompytorch_model_summaryimportsummary# 输出模型摘要print(summary(model,torch.zeros((1,1,28,28))) 1. 2. 3. 4. 在这段代码中,我们使用-summary函数,并传入模型和一个示例输入张量(这里是一个伪造的28x28的单通道图像)。 输出结果 运行上述...
这里以一个简单的卷积神经网络模型为例,用于演示如何使用pytorch model summary。 importtorch.nnasnnclassSimpleCNN(nn.Module):def__init__(self):super(SimpleCNN,self).__init__()self.conv1=nn.Conv2d(3,16,kernel_size=3,stride=1,padding=1)self.relu=nn.ReLU()self.maxpool=nn.MaxPool2d(kernel_...
经过检查,pytorch_model_summary并不是一个PyTorch官方提供的库,而是一个非官方的第三方库,用于打印PyTorch模型的摘要信息。这种库可能在某些社区或项目中被广泛使用,但并不是PyTorch的标准部分。 寻找替代的官方或广泛认可的库: 如果你需要类似的功能,可以使用PyTorch官方提供的torchsummary库,这是一个用于打印PyTorch...
PyTorch model summary In this section, we will learnhow to create the PyTorch model summaryin python. The model summary gives us a fine visualization of our model and the aim is to provide complete information that is not provided by the print statement. ...
summary(model, input_size)执行上述代码后，将获得类似下图所示的输出，展示模型各层的名称、输入/输出尺寸、参数数量，以及总参数量等信息。另一个推荐的工具是torchkeras。通过这个包，开发者可以打印出PyTorch模型的结构和基本参数信息。使用方法如下：python from torchkeras import ModelInfo model_info ...
类似于 Keras的model.summary()的功能。 1.torchsummary pip install torchsummary 举例 import time import torch.nn as nn import torch.nn.functional as F class FC(nn.Module): def __init__(self): super().__init__() self.liner_1 = nn.Linear(40 * 40, 120) self.liner_2 = nn.Linear(...
Pytorch 方法一: from torchvision import models model = models.vgg16() print(model) 打印结果: VGG( (features): Sequential( (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (1): ReLU(inplace) (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1,...
Home: https://github.com/amarczew/pytorch_model_summary Package license: MIT Feedstock license: BSD-3-Clause Summary: It is a Keras style model.summary() implementation for PyTorch Current build status All platforms: Current release info NameDownloadsVersionPlatforms Installing pytorch-model-summary...
Model summary in PyTorch similar to `model.summary()` in Keras Keras has a neat API to view the visualization of the model which is very helpful while debugging your network. Here is a barebone code to try and mimic the same in PyTorch. The aim is to provide information complementary to...