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Scale covariance
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@ -225,6 +225,7 @@ class OrthogonalTransformation(nn.Module):
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# store covariance after input transform.
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# Update covariance stats every 10 batches (in training mode)
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f = x.reshape(-1, x.shape[-1])
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f = f * (f.shape[0] ** -0.5)
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cov = torch.matmul(f.t(), f) # channel_dim by channel_dim
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self.feats_cov.mul_(self.beta).add_(cov, alpha=(1-self.beta))
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self.step += 1
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