def test_fit_real_numpy(self):
log = logging.getLogger('TestFitZern.test_fit_real_numpy')
z = RZern(4)
F = FitZern(z, self.L, self.K)
theta_i = F.theta_i
rho_j = F.rho_j
c = normal(size=z.nk)
Phi = [z.eval_a(c, rh, th) for rh in rho_j for th in theta_i]
time1 = time()
ce = F._fit_slow(Phi)
time2 = time()
log.debug('elapsed FIT_LIST {:.6f}'.format(time2 - time1))
time1 = time()
ce2 = F.fit(np.array(Phi, order='F'))
time2 = time()
log.debug('elapsed FIT_NUMPY {:.6f}'.format(time2 - time1))
enorm = norm(ce2 - np.array(ce, order='F'))
log.debug('enorm {:e}'.format(enorm))
self.assertTrue(enorm < self.max_enorm)
def do_test(cls, complex_a):
z = cls(4)
F = FitZern(z, self.L, self.K)
theta_i = F.theta_i
rho_j = F.rho_j
z.make_pol_grid(rho_j, theta_i)
if complex_a:
c = normal(size=z.nk) + 1j*normal(size=z.nk)
else:
c = normal(size=z.nk)
PhiN = np.array(
[z.eval_a(c, rh, th) for rh in rho_j for th in theta_i],
order='F')
ce1 = F.fit(PhiN)
# create tmp path
tmpfile = NamedTemporaryFile()
tmppath = tmpfile.name
tmpfile.close()
F.save(tmppath)
F2 = FitZern.load(tmppath)
PhiN1 = np.array(
[F.z.eval_a(c, rh, th) for rh in rho_j for th in theta_i],
order='F')
PhiN2 = np.array(
[F2.z.eval_a(c, rh, th) for rh in rho_j for th in theta_i],
order='F')
self.assertTrue(isinstance(F, FitZern))
self.assertTrue(isinstance(F2, FitZern))
if complex_a:
self.assertTrue(isinstance(F.z, CZern))
self.assertTrue(isinstance(F2.z, CZern))
else:
self.assertTrue(isinstance(F.z, RZern))
self.assertTrue(isinstance(F2.z, RZern))
self.assertTrue(norm(PhiN - PhiN1) == 0)
self.assertTrue(norm(PhiN - PhiN2) == 0)
self.assertTrue(norm(F.z.coefnorm - F2.z.coefnorm) == 0)
self.assertTrue(norm(F.z.ntab - F2.z.ntab) == 0)
self.assertTrue(norm(F.z.mtab - F2.z.mtab) == 0)
self.assertTrue(F.z.n == F2.z.n)
self.assertTrue(F.z.nk == F2.z.nk)
self.assertTrue(F.z.normalise == F2.z.normalise)
self.assertTrue(norm(F.z.rhoitab - F2.z.rhoitab) == 0)
self.assertTrue(norm(F.z.rhotab - F2.z.rhotab) == 0)
self.assertTrue(F.z.numpy_dtype == F2.z.numpy_dtype)
self.assertTrue(norm(F.z.ZZ - F2.z.ZZ) == 0)
self.assertTrue(norm(F.A - F2.A) == 0)
self.assertTrue(norm(F.I_cosm - F2.I_cosm) == 0)
self.assertTrue(norm(F.I_sinm - F2.I_sinm) == 0)
self.assertTrue(norm(F.I_Rnmrho - F2.I_Rnmrho) == 0)
self.assertTrue(F.K == F2.K)
self.assertTrue(F.L == F2.L)
self.assertTrue(norm(F.rho_a - F2.rho_a) == 0)
self.assertTrue(norm(F.rho_b - F2.rho_b) == 0)
self.assertTrue(norm(F.rho_j - F2.rho_j) == 0)
self.assertTrue(norm(F.theta_a - F2.theta_a) == 0)
self.assertTrue(norm(F.theta_b - F2.theta_b) == 0)
self.assertTrue(norm(F.theta_i - F2.theta_i) == 0)
ce2 = F2.fit(PhiN)
self.assertTrue(norm(ce2 - ce1) < self.max_enorm)
os.unlink(tmppath)
del z, F, F2, c, ce1, ce2, PhiN, PhiN1, PhiN2
