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test script for numpy BLAS linkage
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import numpy | |
from numpy.distutils.system_info import get_info | |
import sys | |
import timeit | |
print("version: %s" % numpy.__version__) | |
print("maxint: %i\n" % sys.maxsize) | |
info = get_info('blas_opt') | |
print('BLAS info:') | |
for kk, vv in info.items(): | |
print(' * ' + kk + ' ' + str(vv)) | |
setup = "import numpy; x = numpy.random.random((1000, 1000))" | |
count = 10 | |
t = timeit.Timer("numpy.dot(x, x.T)", setup=setup) | |
print("\ndot: %f sec" % (t.timeit(count) / count)) |
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import numpy as np | |
import numpy.random as npr | |
import time | |
# --- Test 1 | |
N = 1 | |
n = 1000 | |
A = npr.randn(n, n) | |
B = npr.randn(n, n) | |
t = time.time() | |
for i in range(N): | |
C = np.dot(A, B) | |
td = time.time() - t | |
print("dotted two (%d,%d) matrices in %0.1f ms" % (n, n, 1e3*td/N)) | |
# --- Test 2 | |
N = 100 | |
n = 4000 | |
A = npr.randn(n) | |
B = npr.randn(n) | |
t = time.time() | |
for i in range(N): | |
C = np.dot(A, B) | |
td = time.time() - t | |
print("dotted two (%d) vectors in %0.2f us" % (n, 1e6*td/N)) | |
# --- Test 3 | |
m,n = (2000,1000) | |
A = npr.randn(m,n) | |
t = time.time() | |
[U,s,V] = np.linalg.svd(A, full_matrices=False) | |
td = time.time() - t | |
print("SVD of (%d,%d) matrix in %0.3f s" % (m,n,td)) | |
# --- Test 4 | |
n = 1500 | |
A = npr.randn(n,n) | |
t = time.time() | |
w, v = np.linalg.eig(A) | |
td = time.time() - t | |
print("Eigendecomp of (%d,%d) matrix in %0.3f s" % (n,n,td)) |
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