How can I do element-wise batch matrix multiplication?

15

I solved like this, but maybe I am late to the party:

def bmul(vec, mat, axis=0):
    mat = mat.transpose(axis, -1)
    return (mat * vec.expand_as(mat)).transpose(axis, -1)
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