inceptionaux.py

class InceptionAux(nn.Module):
    def __init__(self, in_channels, num_classes):
        super(InceptionAux,self).__init__()
        self.relu = nn.ReLU()
        self.dropout = nn.Dropout(p=0.7)
        self.pool = nn.AvgPool2d(kernel_size=5,stride=3)
        self.conv = conv_block(in_channels, 128, kernel_size=1)
        self.fc1 = nn.Linear(2048, 1024)
        self.fc2 = nn.Linear(1024, num_classes)
    
    def forward(self, x):
        x = self.pool(x)
        x = self.conv(x)
        x = x.reshape(x.shape[0], -1)
        x = self.relu(self.fc1(x))
        x = self.dropout(x)
        x = self.fc2(x)
        return x