haojin2 commented on a change in pull request #15169: Softmax with length
URL: https://github.com/apache/incubator-mxnet/pull/15169#discussion_r303657013
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File path: src/operator/nn/softmax-inl.h
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@@ -177,6 +231,51 @@ inline void SoftmaxGrad(Stream<cpu> *s, OType *out, OType
*ograd,
}
}
+template<typename OP1, typename OP2, int Req, bool negate,
+ typename AType, typename DType, typename OType, typename IType, int ndim>
+inline void SoftmaxWithLengthGrad(Stream<cpu> *s, OType *out, OType *ograd,
+ DType *igrad, IType *length, Shape<ndim>
shape,
+ int axis, const DType temperature) {
+ index_t M = shape[axis];
+ index_t N = shape.Size()/M;
+ Shape<ndim> stride = calc_stride(shape);
+ Shape<ndim> sshape = shape;
+ sshape[axis] = 1;
+ index_t sa = stride[axis];
+
+ #pragma omp parallel for
+ for (int i = 0; i < static_cast<int>(N); ++i) {
+ index_t base = unravel_dot(i, sshape, stride);
+ IType len = length[i];
Review comment:
Why does it have to be the same data type as `M`? It's a tensor provided by
the user so the user could be providing a tensor of any data type.
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