print "ERRRORRRR"
raise TypeError("ARf")
print "---Testing good call: complex Non Linear set with Median"
# Feed it with numpy matrices
sigNumber = 3
NLinput_data = np.concatenate((input_data, 0.42 * np.random.randn(N, sigNumber - 1)), axis=1)
NLinput_data = NLinput_data.T
print NLinput_data.shape
NLprojectionMatrix_comp = np.zeros(NLinput_data.shape)
projResult = np.zeros((N, 1))
res = parallelProjections.project_mclt_NLset(
NLinput_data, scoreTree, NLprojectionMatrix_comp, projResult, pre_twidVec, post_twidVec, i, j, L, 0
)
A = np.median((NLprojectionMatrix_comp) ** 2, axis=0)
# plt.figure()
# plt.plot(A)
# plt.plot(projResult,'r:')
# plt.draw()
# plt.draw()
assert np.sum((A.reshape(projResult.shape) - projResult) ** 2) == 0
if res is not None:
print "--- Ok", scoreTree
else:
print "ERRRORRRR"
raise TypeError("ARf")