test speed for machine learning to run in your computer by theano lib
#!/usr/bin/env python
from theano import function, config, shared, sandbox
import theano.tensor as T
import numpy
import time
vlen = 10 * 30 * 768 # 10 x #cores x # threads per core
iters = 1000
rng = numpy.random.RandomState(22)
x = shared(numpy.asarray(rng.rand(vlen), config.floatX))
f = function([], T.exp(x))
print f.maker.fgraph.toposort()
t0 = time.time()
for i in range(iters):
r = f()
t1 = time.time()
print "Looping %d times took %f seconds" % (iters, t1 - t0)
print "Result is %s" % r
if numpy.any([isinstance(x.op, T.Elemwise) for x in f.maker.fgraph.toposort()]):
print "Used the cpu"
else:
print "Used the gpu"