| 95 | |
| 96 | |
| 97 | class Bottleneck(BaseModule): |
| 98 | expansion = 4 |
| 99 | |
| 100 | def __init__(self, |
| 101 | inplanes, |
| 102 | planes, |
| 103 | stride=1, |
| 104 | dilation=1, |
| 105 | downsample=None, |
| 106 | style='pytorch', |
| 107 | with_cp=False, |
| 108 | conv_cfg=None, |
| 109 | norm_cfg=dict(type='BN'), |
| 110 | dcn=None, |
| 111 | plugins=None, |
| 112 | init_cfg=None): |
| 113 | """Bottleneck block for ResNet. |
| 114 | |
| 115 | If style is "pytorch", the stride-two layer is the 3x3 conv layer, if |
| 116 | it is "caffe", the stride-two layer is the first 1x1 conv layer. |
| 117 | """ |
| 118 | super(Bottleneck, self).__init__(init_cfg) |
| 119 | assert style in ['pytorch', 'caffe'] |
| 120 | assert dcn is None or isinstance(dcn, dict) |
| 121 | assert plugins is None or isinstance(plugins, list) |
| 122 | if plugins is not None: |
| 123 | allowed_position = ['after_conv1', 'after_conv2', 'after_conv3'] |
| 124 | assert all(p['position'] in allowed_position for p in plugins) |
| 125 | |
| 126 | self.inplanes = inplanes |
| 127 | self.planes = planes |
| 128 | self.stride = stride |
| 129 | self.dilation = dilation |
| 130 | self.style = style |
| 131 | self.with_cp = with_cp |
| 132 | self.conv_cfg = conv_cfg |
| 133 | self.norm_cfg = norm_cfg |
| 134 | self.dcn = dcn |
| 135 | self.with_dcn = dcn is not None |
| 136 | self.plugins = plugins |
| 137 | self.with_plugins = plugins is not None |
| 138 | |
| 139 | if self.with_plugins: |
| 140 | # collect plugins for conv1/conv2/conv3 |
| 141 | self.after_conv1_plugins = [ |
| 142 | plugin['cfg'] for plugin in plugins |
| 143 | if plugin['position'] == 'after_conv1' |
| 144 | ] |
| 145 | self.after_conv2_plugins = [ |
| 146 | plugin['cfg'] for plugin in plugins |
| 147 | if plugin['position'] == 'after_conv2' |
| 148 | ] |
| 149 | self.after_conv3_plugins = [ |
| 150 | plugin['cfg'] for plugin in plugins |
| 151 | if plugin['position'] == 'after_conv3' |
| 152 | ] |
| 153 | |
| 154 | if self.style == 'pytorch': |