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Test of various cross products with NumPy
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from numpy import * | |
N = 10 | |
a = zeros((3, N, N, N))+1 | |
b = zeros((3, N, N, N))+2 | |
c = zeros((3, N, N, N)) | |
a1 = zeros((N, N, N, 3))+1 | |
b1 = zeros((N, N, N, 3))+2 | |
c1 = zeros((N, N, N, 3)) | |
def cross1(c, a, b): | |
c[0] = a[1]*b[2] - a[2]*b[1] | |
c[1] = a[2]*b[0] - a[0]*b[2] | |
c[2] = a[0]*b[1] - a[1]*b[0] | |
return c | |
def cross2(c, a, b): | |
c[:] = cross(a, b, axisa=0, axisb=0, axisc=0) | |
return c | |
def cross3(c, a, b): | |
c[..., 0] = a[..., 1]*b[..., 2] - a[..., 2]*b[..., 1] | |
c[..., 1] = a[..., 2]*b[..., 0] - a[..., 0]*b[..., 2] | |
c[..., 2] = a[..., 0]*b[..., 1] - a[..., 1]*b[..., 0] | |
return c | |
def cross4(c, a, b): | |
c[:] = cross(a, b, axisa=3, axisb=3, axisc=3) | |
return c | |
if __name__ == "__main__": | |
import timeit | |
print timeit.timeit("c = cross1(c, a, b)", setup="from __main__ import cross1, c, a, b", number=100) | |
print timeit.timeit("c = cross2(c, a, b)", setup="from __main__ import cross2, c, a, b", number=100) | |
print timeit.timeit("c1 = cross3(c1, a1, b1)", setup="from __main__ import cross3, c1, a1, b1", number=100) | |
print timeit.timeit("c1 = cross4(c1, a1, b1)", setup="from __main__ import cross4, c1, a1, b1", number=100) | |
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Running it on my computer shows that first option is fastest
In [1]: run test_cross
0.00189399719238
0.0251979827881
0.00320816040039
0.0264158248901