Created
October 24, 2013 04:04
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import time | |
import cython | |
import numpy as np | |
@cython.boundscheck(False) | |
@cython.wraparound(False) | |
@cython.nonecheck(False) | |
@cython.cdivision(True) | |
cdef cdiv_true(double[:] x, double[:] xi, double[:] a, double[:] b, long D): | |
cdef int k | |
cdef double numer, denom | |
for _ in range(100): | |
for k in range(D): | |
# numer = xi[k] - a[k]; denom = b[k] - a[k]; x[k] = numer / denom | |
x[k] = (xi[k] - a[k]) / (b[k] - a[k]) | |
return x | |
@cython.boundscheck(False) | |
@cython.wraparound(False) | |
@cython.nonecheck(False) | |
@cython.cdivision(False) | |
cdef cdiv_false(double[:] x, double[:] xi, double[:] a, double[:] b, long D): | |
cdef int k | |
cdef double numer, denom | |
for _ in range(100): | |
for k in range(D): | |
# numer = xi[k] - a[k]; denom = b[k] - a[k]; x[k] = numer / denom | |
x[k] = (xi[k] - a[k]) / (b[k] - a[k]) | |
return x | |
def test_division(): | |
D = 10000 | |
res = np.random.rand(D) | |
x = np.random.rand(D) | |
a = np.zeros(D) | |
b = np.random.rand(D) + 1 | |
tic = time.time() | |
cdiv_true(res, x, a, b, D) | |
toc = time.time() | |
print 'With c division: %0.08f' % (toc - tic) | |
tic = time.time() | |
cdiv_false(res, x, a, b, D) | |
toc = time.time() | |
print 'Without c division: %0.08f' % (toc - tic) | |
test_division() |
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