Merge pull request #759 from weisy11/develop_reg

replace reshape with Flatten layer in ResNet

ppcls/arch/backbone/legendary_models/resnet.py

@@ -311,8 +311,8 @@ class ResNet(TheseusLayer):
         self.blocks = nn.Sequential(*block_list)
 
         self.avg_pool = AdaptiveAvgPool2D(1)
+        self.flatten = nn.Flatten()
         self.avg_pool_channels = self.num_channels[-1] * 2
-
         stdv = 1.0 / math.sqrt(self.avg_pool_channels * 1.0)
         self.fc = Linear(
             self.avg_pool_channels,
@@ -324,7 +324,7 @@ class ResNet(TheseusLayer):
         x = self.max_pool(x)
         x = self.blocks(x)
         x = self.avg_pool(x)
-        x = paddle.reshape(x, shape=[-1, self.avg_pool_channels])
+        x = self.flatten(x)
         x = self.fc(x)
         return x