def test_defective2(self):
a = array(([29.2, -24.2, 69.5, 49.8,
7.0], [-9.2, 5.2, -18.0, -16.8,
-2.0], [-10.0, 6.0, -20.0, -18.0,
-2.0], [-9.6, 9.6, -25.5, -15.4,
-2.0], [9.8, -4.8, 18.0, 18.2,
2.0]))
signm(a, disp=False)
def test_defective3(self):
a = array([[-2., 25., 0., 0., 0., 0., 0.],
[0., -3., 10., 3., 3., 3.,
0.], [0., 0., 2., 15., 3., 3., 0.],
[0., 0., 0., 0., 15., 3.,
0.], [0., 0., 0., 0., 3., 10., 0.],
[0., 0., 0., 0., 0., -2., 25.],
[0., 0., 0., 0., 0., 0., -3.]])
signm(a, disp=False)
def test_defective2(self):
a = array((
[29.2,-24.2,69.5,49.8,7.0],
[-9.2,5.2,-18.0,-16.8,-2.0],
[-10.0,6.0,-20.0,-18.0,-2.0],
[-9.6,9.6,-25.5,-15.4,-2.0],
[9.8,-4.8,18.0,18.2,2.0]))
r = signm(a, disp=False)
def test_defective3(self):
a = array([[-2., 25., 0., 0., 0., 0., 0.],
[0., -3., 10., 3., 3., 3., 0.],
[0., 0., 2., 15., 3., 3., 0.],
[0., 0., 0., 0., 15., 3., 0.],
[0., 0., 0., 0., 3., 10., 0.],
[0., 0., 0., 0., 0., -2., 25.],
[0., 0., 0., 0., 0., 0., -3.]])
r = signm(a, disp=False)
def test_defective3(self):
a = array([[ -2., 25., 0., 0., 0., 0., 0.],
[ 0., -3., 10., 3., 3., 3., 0.],
[ 0., 0., 2., 15., 3., 3., 0.],
[ 0., 0., 0., 0., 15., 3., 0.],
[ 0., 0., 0., 0., 3., 10., 0.],
[ 0., 0., 0., 0., 0., -2., 25.],
[ 0., 0., 0., 0., 0., 0., -3.]])
r = signm(a)
def test_matrix_sign(self):
@tf.function
def fun(tensor):
return matrix_sign(tensor, tf.constant(100), tf.constant(1e-6))[0]
theoretical, numerical = tf.test.compute_gradient(fun, [self.tensor],
delta=1e-2)
self.assertAllClose(theoretical[0], numerical[0], atol=1e-2)
sc_sign = linalg.signm(self.tensor[0].numpy())
tf_sign = fun(self.tensor)[0].numpy()
self.assertAllClose(sc_sign, tf_sign, atol=1e-6)
def test_nils(self):
a = array([[29.2, -24.2, 69.5, 49.8, 7.],
[-9.2, 5.2, -18., -16.8, -2.], [-10., 6., -20., -18., -2.],
[-9.6, 9.6, -25.5, -15.4, -2.], [9.8, -4.8, 18., 18.2, 2.]])
cr = array(
[[11.94933333, -2.24533333, 15.31733333, 21.65333333, -2.24533333],
[-3.84266667, 0.49866667, -4.59066667, -7.18666667, 0.49866667],
[-4.08, 0.56, -4.92, -7.6, 0.56],
[-4.03466667, 1.04266667, -5.59866667, -7.02666667, 1.04266667],
[4.15733333, -0.50133333, 4.90933333, 7.81333333, -0.50133333]])
r = signm(a)
assert_array_almost_equal(r, cr)
def test_nils(self):
a = array([[29.2, -24.2, 69.5, 49.8, 7.],
[-9.2, 5.2, -18., -16.8, -2.],
[-10., 6., -20., -18., -2.],
[-9.6, 9.6, -25.5, -15.4, -2.],
[9.8, -4.8, 18., 18.2, 2.]])
cr = array([[11.94933333,-2.24533333,15.31733333,21.65333333,-2.24533333],
[-3.84266667,0.49866667,-4.59066667,-7.18666667,0.49866667],
[-4.08,0.56,-4.92,-7.6,0.56],
[-4.03466667,1.04266667,-5.59866667,-7.02666667,1.04266667],
[4.15733333,-0.50133333,4.90933333,7.81333333,-0.50133333]])
r = signm(a)
assert_array_almost_equal(r,cr)
def test_defective3(self):
a = array(
[
[-2.0, 25.0, 0.0, 0.0, 0.0, 0.0, 0.0],
[0.0, -3.0, 10.0, 3.0, 3.0, 3.0, 0.0],
[0.0, 0.0, 2.0, 15.0, 3.0, 3.0, 0.0],
[0.0, 0.0, 0.0, 0.0, 15.0, 3.0, 0.0],
[0.0, 0.0, 0.0, 0.0, 3.0, 10.0, 0.0],
[0.0, 0.0, 0.0, 0.0, 0.0, -2.0, 25.0],
[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -3.0],
]
)
r = signm(a, disp=False)
def test_defective1(self):
a = array([[0.0,1,0,0],[1,0,1,0],[0,0,0,1],[0,0,1,0]])
r = signm(a, disp=False)
def test_defective1(self):
a = array([[0.0,1,0,0],[1,0,1,0],[0,0,0,1],[0,0,1,0]])
r = signm(a, disp=False)