[Numpy-discussion] simple reduction question
Julian Taylor
jtaylor.debian at googlemail.com
Wed Dec 24 10:30:00 EST 2014
On 24.12.2014 16:25, Neal Becker wrote:
> What would be the most efficient way to compute:
>
> c[j] = \sum_i (a[i] * b[i,j])
>
> where a[i] is a 1-d vector, b[i,j] is a 2-d array?
>
> This seems to be one way:
>
> import numpy as np
> a = np.arange (3)
> b = np.arange (12).reshape (3,4)
> c = np.dot (a, b).sum()
>
> but np.dot returns a vector, which then needs further reduction. Don't know if
> there's a better way.
>
the formula maps nice to einsum:
np.einsum("i,ij->", a, b)
should also be reasonably efficient, but that probably depends on your
BLAS library and the sizes of the arrays.
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