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Fix backprop of d_pad
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@ -150,10 +150,10 @@ class PrecomputableAffine(Model):
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def _backprop_padding(self, dY, ids):
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def _backprop_padding(self, dY, ids):
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# (1, nF, nO, nP) += (nN, nF, nO, nP) where IDs (nN, nF) < 0
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# (1, nF, nO, nP) += (nN, nF, nO, nP) where IDs (nN, nF) < 0
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d_feats = dY[ids]
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for i in range(ids.shape[0]):
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ids = ids.reshape((ids.shape[0], ids.shape[1], 1, 1))
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for j in range(ids.shape[1]):
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d_feats *= ids < 0
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if ids[i,j] < 0:
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self.d_pad += d_feats.sum(axis=0, keepdims=True)
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self.d_pad[0,j] += dY[i, j]
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return dY, ids
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return dY, ids
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@staticmethod
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@staticmethod
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