Add yolov5s-ghost.yaml (#4412)
* Add yolov5s-ghost.yaml * Finish C3Ghost * Add C3Ghost to list * Add C3Ghost to number of repeats if statement * Fixes * Cleanup
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@@ -43,34 +43,6 @@ class Sum(nn.Module):
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return y
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class GhostConv(nn.Module):
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# Ghost Convolution https://github.com/huawei-noah/ghostnet
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def __init__(self, c1, c2, k=1, s=1, g=1, act=True): # ch_in, ch_out, kernel, stride, groups
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super().__init__()
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c_ = c2 // 2 # hidden channels
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self.cv1 = Conv(c1, c_, k, s, None, g, act)
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self.cv2 = Conv(c_, c_, 5, 1, None, c_, act)
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def forward(self, x):
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y = self.cv1(x)
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return torch.cat([y, self.cv2(y)], 1)
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class GhostBottleneck(nn.Module):
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# Ghost Bottleneck https://github.com/huawei-noah/ghostnet
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def __init__(self, c1, c2, k=3, s=1): # ch_in, ch_out, kernel, stride
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super().__init__()
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c_ = c2 // 2
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self.conv = nn.Sequential(GhostConv(c1, c_, 1, 1), # pw
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DWConv(c_, c_, k, s, act=False) if s == 2 else nn.Identity(), # dw
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GhostConv(c_, c2, 1, 1, act=False)) # pw-linear
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self.shortcut = nn.Sequential(DWConv(c1, c1, k, s, act=False),
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Conv(c1, c2, 1, 1, act=False)) if s == 2 else nn.Identity()
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def forward(self, x):
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return self.conv(x) + self.shortcut(x)
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class MixConv2d(nn.Module):
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# Mixed Depth-wise Conv https://arxiv.org/abs/1907.09595
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def __init__(self, c1, c2, k=(1, 3), s=1, equal_ch=True):
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