Fix for python models/yolo.py --profile (#4541)
Profiling fix copies input to Detect layer to circumvent inplace changes to the feature maps.
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@@ -48,7 +48,6 @@ class Detect(nn.Module):
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self.inplace = inplace # use in-place ops (e.g. slice assignment)
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def forward(self, x):
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# x = x.copy() # for profiling
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z = [] # inference output
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for i in range(self.nl):
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x[i] = self.m[i](x[i]) # conv
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@@ -143,10 +142,11 @@ class Model(nn.Module):
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x = y[m.f] if isinstance(m.f, int) else [x if j == -1 else y[j] for j in m.f] # from earlier layers
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if profile:
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o = thop.profile(m, inputs=(x,), verbose=False)[0] / 1E9 * 2 if thop else 0 # FLOPs
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c = isinstance(m, Detect) # copy input as inplace fix
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o = thop.profile(m, inputs=(x.copy() if c else x,), verbose=False)[0] / 1E9 * 2 if thop else 0 # FLOPs
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t = time_sync()
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for _ in range(10):
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_ = m(x)
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m(x.copy() if c else x)
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dt.append((time_sync() - t) * 100)
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if m == self.model[0]:
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LOGGER.info(f"{'time (ms)':>10s} {'GFLOPs':>10s} {'params':>10s} {'module'}")
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