def forward(self, x):
relu1_1 = F.relu(self.conv1_1(x))
relu1_2 = F.relu(self.conv1_2(relu1_1))
maxpool_1 = F.max_pool2d(relu1_2, kernel_size=2, stride=2)
relu2_1 = F.relu(self.conv2_1(maxpool_1))
relu2_2 = F.relu(self.conv2_2(relu2_1))
maxpool_2 = F.max_pool2d(relu2_2, kernel_size=2, stride=2)
relu3_1 = F.relu(self.conv3_1(maxpool_2))
relu3_2 = F.relu(self.conv3_2(relu3_1))
relu3_3 = F.relu(self.conv3_3(relu3_2))
maxpool_3 = F.max_pool2d(relu3_3, kernel_size=2, stride=2)
relu4_1 = F.relu(self.conv4_1(maxpool_3))
relu4_2 = F.relu(self.conv4_2(relu4_1))
relu4_3 = F.relu(self.conv4_3(relu4_2))
return [relu1_2,relu2_2,relu3_3,relu4_3]
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