def testScalarCongruency(self):
with self.test_session():
bijector = tfd.bijectors.Invert(tfd.bijectors.Exp())
assert_scalar_congruency(bijector,
lower_x=1e-3,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
chain = tfb.Chain((tfb.Exp(), tfb.Softplus()))
assert_scalar_congruency(chain,
lower_x=1e-3,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.cached_session():
chain = Chain((Exp(), Softplus()))
assert_scalar_congruency(chain,
lower_x=1e-3,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
bijector = bijectors.Square(validate_args=True)
assert_scalar_congruency(bijector,
lower_x=1e-3,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
assert_scalar_congruency(
tfb.Weibull(scale=20., concentration=0.3),
lower_x=1.,
upper_x=100.,
rtol=0.02)
def testScalarCongruency(self):
with self.test_session():
bijector = tfb.Exp()
assert_scalar_congruency(bijector,
lower_x=-2.,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
bijector = Chain((Exp(), Softplus()))
assert_scalar_congruency(bijector,
lower_x=1e-3,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
bijector = PowerTransform(power=0.2, validate_args=True)
assert_scalar_congruency(bijector,
lower_x=-2.,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
bijector = bijectors.CholeskyOuterProduct(event_ndims=0,
validate_args=True)
assert_scalar_congruency(bijector,
lower_x=1e-3,
upper_x=1.5,
rtol=0.05)
def testScalarCongruency(self):
with self.cached_session():
assert_scalar_congruency(Kumaraswamy(concentration1=0.5,
concentration0=1.1),
lower_x=0.,
upper_x=1.,
n=int(10e3),
rtol=0.02)
def testScalarCongruencySkewness1Tailweight0p5(self):
with self.test_session():
bijector = SinhArcsinh(skewness=1.0,
tailweight=0.5,
validate_args=True)
assert_scalar_congruency(bijector,
lower_x=-2.,
upper_x=2.0,
rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
assert_scalar_congruency(
tfb.Gumbel(loc=0.3, scale=20.), lower_x=1., upper_x=100., rtol=0.02)
def testScalarCongruency(self):
with self.test_session():
assert_scalar_congruency(
Kumaraswamy(concentration1=0.5, concentration0=1.1),
lower_x=0., upper_x=1., n=int(10e3), rtol=0.02)
def testScalarCongruency(self):
with self.cached_session():
assert_scalar_congruency(Weibull(scale=20., concentration=0.3),
lower_x=1.,
upper_x=100.,
rtol=0.02)
def testScalarCongruency(self):
with self.test_session():
bijector = tfb.Softsign(validate_args=True)
assert_scalar_congruency(bijector, lower_x=-20., upper_x=20.)
def testScalarCongruency(self):
with self.cached_session():
bijector = bijectors.Square(validate_args=True)
assert_scalar_congruency(bijector, lower_x=1e-3, upper_x=1.5, rtol=0.05)
def testScalarCongruencyWithPositiveHingeSoftness(self):
with self.test_session():
bijector = Softplus(event_ndims=0, hinge_softness=1.3)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.test_session():
assert_scalar_congruency(
Gumbel(loc=0.3, scale=20.), lower_x=1., upper_x=100., rtol=0.02)
def testScalarCongruency(self):
with self.test_session():
assert_scalar_congruency(tfb.Tanh(),
lower_x=-9.,
upper_x=9.,
n=int(10e4))
def testScalarCongruency(self):
with self.cached_session():
bijector = Softsign(validate_args=True)
assert_scalar_congruency(bijector, lower_x=-20., upper_x=20.)
def testScalarCongruency(self):
with self.cached_session():
bijector = Softplus()
assert_scalar_congruency(
bijector, lower_x=-2., upper_x=2.)
def testScalarCongruencyWithPositiveHingeSoftness(self):
with self.cached_session():
bijector = Softplus(hinge_softness=1.3)
assert_scalar_congruency(
bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.cached_session():
bijector = AffineScalar(shift=3.6, scale=0.42)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruencyWithNegativeHingeSoftness(self):
with self.test_session():
bijector = tfb.Softplus(hinge_softness=-1.3)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.test_session():
bijector = Affine(
shift=3.6, scale_identity_multiplier=0.42, event_ndims=0)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruencyWithNegativeHingeSoftness(self):
with self.test_session():
bijector = Softplus(event_ndims=0, hinge_softness=-1.3)
assert_scalar_congruency(
bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.test_session():
bijector = PowerTransform(power=0.2, validate_args=True)
assert_scalar_congruency(
bijector, lower_x=-2., upper_x=1.5, rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
bijector = Softplus(event_ndims=0)
assert_scalar_congruency(
bijector, lower_x=-2., upper_x=2.)
def testScalarCongruencySkewnessNeg1Tailweight1p5(self):
with self.test_session():
bijector = SinhArcsinh(skewness=-1.0, tailweight=1.5, validate_args=True)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.0, rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
bijector = identity_bijector.Identity()
bijector_test_util.assert_scalar_congruency(
bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.cached_session():
bijector = identity_bijector.Identity()
bijector_test_util.assert_scalar_congruency(
bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.test_session():
bijector = Chain((Exp(), Softplus()))
assert_scalar_congruency(
bijector, lower_x=1e-3, upper_x=1.5, rtol=0.05)
def testScalarCongruency(self):
with self.cached_session():
bijector = AffineScalar(shift=3.6, scale=0.42)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.test_session():
bijector = Softplus(event_ndims=0)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.test_session():
bijector = Affine(shift=3.6,
scale_identity_multiplier=0.42,
event_ndims=0)
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.test_session():
bijector = tfb.Softplus()
assert_scalar_congruency(bijector, lower_x=-2., upper_x=2.)
def testScalarCongruency(self):
with self.cached_session():
assert_scalar_congruency(Sigmoid(), lower_x=-7., upper_x=7.)
def testScalarCongruency(self):
with self.cached_session():
assert_scalar_congruency(Sigmoid(), lower_x=-7., upper_x=7.)
def testScalarCongruency(self):
with self.test_session():
bijector = tfb.Exp()
assert_scalar_congruency(
bijector, lower_x=-2., upper_x=1.5, rtol=0.05)
def testScalarCongruency(self):
with self.cached_session():
bijector = bijectors.Invert(bijectors.Exp())
assert_scalar_congruency(
bijector, lower_x=1e-3, upper_x=1.5, rtol=0.05)
def testScalarCongruency(self):
with self.cached_session():
chain = Chain((Exp(), Softplus()))
assert_scalar_congruency(
chain, lower_x=1e-3, upper_x=1.5, rtol=0.05)
def testScalarCongruency(self):
with self.test_session():
bijector = bijectors.CholeskyOuterProduct(
event_ndims=0, validate_args=True)
assert_scalar_congruency(bijector, lower_x=1e-3, upper_x=1.5, rtol=0.05)
