下面给出的是VGG16模型的输出。命令<head>
<title> Student Assignment Grades </title>
</head>
<body>
<h1> Student Assignment Grades </h1>
<table id="gradesTable" class="gradesTable" contenteditable>
<caption>
<STRONG>Student Grades </STRONG> </caption>
<tr>
<th id="StudentNames" contenteditable="false">Student Names</th>
<th id="StudentID" contenteditable="false"> Student ID</th>
<th id="StudentResults" contenteditable="false"> Assignment 1</th>
<th id="StudentResults" contenteditable="false"> Assignment 2</th>
<th id="StudentResults" contenteditable="false"> Assignment 3</th>
<th id="StudentResults" contenteditable="false"> Assignment 4</th>
<th id="StudentResults" contenteditable="false"> Assignment 5</th>
<th id="Average" contenteditable="false"> Final Grade</th>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
<tr>
<td contenteditable class="StudentName">"Your Name"</td>
<td contenteditable class="StudentID">"Your Student Number"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable class="Assignment">"-"</td>
<td contenteditable="false" class="Final Grade"> </td>
</tr>
</table>
<!-- button to invoke the calculateAverage Function, styled with a coloured background -->
<button class="btnCenter" onclick="getAverage()"> Calculate Final Grades</button>
</body>的输出显示VGG16.classifier[6]，我无法理解其工作原理。另外，如何打印线性值
Linear(in_features=25088, out_features=4096, bias=True)答案 0 :(得分：0)
in C++模型分为两组，分别称为features和classifier。您可以以VGG16.features和VGG16.classifier的身份访问它们：
>>> VGG16 = torchvision.models.vgg16(pretrained=True)
>>> VGG16.classifier
Sequential(
(0): Linear(in_features=25088, out_features=4096, bias=True)
(1): ReLU(inplace)
(2): Dropout(p=0.5)
(3): Linear(in_features=4096, out_features=4096, bias=True)
(4): ReLU(inplace)
(5): Dropout(p=0.5)
(6): Linear(in_features=4096, out_features=1000, bias=True)
)
此外，您可以使用索引访问这些图层组中的每个图层。例如，要访问模型的classifier部分的第一层，您可以执行以下操作：
>>> VGG16.classifier[0] # first layer of classifier portion
Linear(in_features=25088, out_features=4096, bias=True)
# and so on...
>>> VGG16.classifier[3] # fourth layer of classifier portion
Linear(in_features=4096, out_features=4096, bias=True)