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test inverse of square matrices of arbitrary size
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# Benchmark linalg.inv for square matrices. | |
# Copyright Matti Picus, 2015 | |
# This is free and unencumbered software released into the public domain. | |
#Anyone is free to copy, modify, publish, use, compile, sell, or | |
#distribute this software, either in source code form or as a compiled | |
#binary, for any purpose, commercial or non-commercial, and by any | |
#means. | |
#THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, | |
#EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF | |
#MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. | |
#IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR | |
#OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, | |
#ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR | |
#OTHER DEALINGS IN THE SOFTWARE. | |
import time, sys | |
import numpy as np | |
if len(sys.argv) < 2: | |
N = [10] | |
else: | |
N = [int(s) for s in sys.argv[1:]] | |
np.random.seed(10) | |
first = True | |
for n in N: | |
a = np.random.random([n, n]) | |
if first: | |
#warmup | |
for i in xrange(5000): | |
b = np.linalg.inv(a) | |
first = False | |
tic = time.clock() | |
for i in xrange(100000000 / (n * n)): | |
b = np.linalg.inv(a) | |
toc = time.clock() | |
delta = toc - tic | |
print 'after %8d, for n=%3d, time=%.2f, %9.2f msec/1000 loops' % (i, n, delta, delta*1000*1000/i) |
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