Are you looking for matrix multiplication, or hadamard product? Sparse * sparse matrix multiplication isn’t implemented yet: https://github.com/pytorch/pytorch/issues/5262 147 but the hadamard product should work.
I don’t know of a good workaround for that operation on the GPU.