!21736 Add argument `feature_only` to the backbone of yolov3_resnet18
Merge pull request !21736 from chenhaozhe/modify-yolov3-resnet18-backbone
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f92db4fa09
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@ -156,13 +156,17 @@ class ResNet(nn.Cell):
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in_channels,
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out_channels,
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strides=None,
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num_classes=80):
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num_classes=None,
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feature_only=True):
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super(ResNet, self).__init__()
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if not len(layer_nums) == len(in_channels) == len(out_channels) == 4:
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raise ValueError("the length of "
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"layer_num, inchannel, outchannel list must be 4!")
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self.feature_only = feature_only
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if num_classes is None:
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self.feature_only = True
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self.conv1 = _conv2d(3, 64, 7, stride=2)
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self.bn1 = _fused_bn(64)
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self.relu = P.ReLU()
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@ -240,7 +244,7 @@ class ResNet(nn.Cell):
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c5 = self.layer4(c4)
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out = c5
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if self.num_classes:
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if self.feature_only:
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out = self.reduce_mean(c5, (2, 3))
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out = self.squeeze(out)
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out = self.end_point(out)
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@ -266,7 +270,8 @@ def resnet18(class_num=10):
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[64, 64, 128, 256],
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[64, 128, 256, 512],
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[1, 2, 2, 2],
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num_classes=class_num)
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num_classes=class_num,
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feature_only=False)
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class YoloBlock(nn.Cell):
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@ -586,7 +591,8 @@ class yolov3_resnet18(nn.Cell):
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self.config.backbone_input_shape,
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self.config.backbone_shape,
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self.config.backbone_stride,
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num_classes=None),
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num_classes=None,
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feature_only=True),
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backbone_shape=self.config.backbone_shape,
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out_channel=self.config.out_channel)
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