def test_consistency_randomstreams():
    seed = 12345
    n_samples = 5
    n_streams = 12
    n_substreams = 7

    test_use_cuda = [False]
    if cuda_available:
        test_use_cuda.append(True)

    for use_cuda in test_use_cuda:
        # print 'use_cuda =', use_cuda
        samples = []
        rng = MRG_RandomStreams(seed=seed, use_cuda=use_cuda)
        for i in range(n_streams):
            stream_samples = []
            u = rng.uniform(size=(n_substreams,), nstreams=n_substreams)
            f = theano.function([], u)
            for j in range(n_samples):
                s = f()
                stream_samples.append(s)
            stream_samples = numpy.array(stream_samples)
            stream_samples = stream_samples.T.flatten()
            samples.append(stream_samples)

        samples = numpy.array(samples).flatten()
        assert(numpy.allclose(samples, java_samples))
Verify that the random numbers generated by MRG_RandomStreams
dataset/ETHPy150Open rizar/attention-lvcsr/libs/Theano/theano/sandbox/tests/test_rng_mrg.py/test_consistency_randomstreams