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PiperOrigin-RevId: 702407293
tensorflow · Dec 3, 2024 · 29f1803 · 29f1803
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diff --git a/tensorflow_probability/python/distributions/autoregressive_test.py b/tensorflow_probability/python/distributions/autoregressive_test.py
@@ -16,8 +16,6 @@
 
 import warnings
 
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.bijectors import masked_autoregressive

diff --git a/tensorflow_probability/python/distributions/batch_broadcast.py b/tensorflow_probability/python/distributions/batch_broadcast.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Batch broadcasting meta-distribuion."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.bijectors import bijector as bijector_lib

diff --git a/tensorflow_probability/python/distributions/batch_broadcast_test.py b/tensorflow_probability/python/distributions/batch_broadcast_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for BatchBroadcast."""
 
-# Dependency imports
-
 import hypothesis as hp
 import hypothesis.strategies as hps
 

diff --git a/tensorflow_probability/python/distributions/batch_concat.py b/tensorflow_probability/python/distributions/batch_concat.py
@@ -15,7 +15,6 @@
 """The BatchConcat distribution."""
 
 import functools
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/batch_concat_test.py b/tensorflow_probability/python/distributions/batch_concat_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for BatchConcat."""
 
-# Dependency imports
-
 from absl.testing import parameterized
 
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/batch_reshape.py b/tensorflow_probability/python/distributions/batch_reshape.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The BatchReshape distribution."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/batch_reshape_test.py b/tensorflow_probability/python/distributions/batch_reshape_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for BatchReshape."""
 
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v1 as tf1
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/distributions/bates.py b/tensorflow_probability/python/distributions/bates.py
@@ -16,8 +16,6 @@
 
 import sys
 
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/bates_test.py b/tensorflow_probability/python/distributions/bates_test.py
@@ -18,7 +18,6 @@
 import math
 import sys
 
-# Dependency imports
 from absl.testing import parameterized
 import hypothesis as hp
 import hypothesis.strategies as hps

diff --git a/tensorflow_probability/python/distributions/bernoulli_test.py b/tensorflow_probability/python/distributions/bernoulli_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for the Bernoulli distribution."""
 
-# Dependency imports
-
 import numpy as np
 from scipy import special as sp_special
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/beta.py b/tensorflow_probability/python/distributions/beta.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The Beta distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/beta_binomial.py b/tensorflow_probability/python/distributions/beta_binomial.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The BetaBinomial distribution class."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.bijectors import softplus as softplus_bijector
 from tensorflow_probability.python.distributions import binomial

diff --git a/tensorflow_probability/python/distributions/beta_binomial_test.py b/tensorflow_probability/python/distributions/beta_binomial_test.py
@@ -12,7 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/beta_quotient.py b/tensorflow_probability/python/distributions/beta_quotient.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The BetaQuotient distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/beta_quotient_test.py b/tensorflow_probability/python/distributions/beta_quotient_test.py
@@ -13,7 +13,6 @@
 # limitations under the License.
 # ============================================================================
 
-# Dependency imports
 import numpy as np
 from scipy import special as sp_special
 from scipy import stats as sp_stats

diff --git a/tensorflow_probability/python/distributions/beta_test.py b/tensorflow_probability/python/distributions/beta_test.py
@@ -13,7 +13,6 @@
 # limitations under the License.
 # ============================================================================
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 from scipy import special as sp_special

diff --git a/tensorflow_probability/python/distributions/binomial.py b/tensorflow_probability/python/distributions/binomial.py
@@ -13,7 +13,6 @@
 # limitations under the License.
 # ============================================================================
 """The Binomial distribution class."""
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.bijectors import sigmoid as sigmoid_bijector

diff --git a/tensorflow_probability/python/distributions/binomial_test.py b/tensorflow_probability/python/distributions/binomial_test.py
@@ -12,8 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
-
 import numpy as np
 from scipy import stats
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/categorical_test.py b/tensorflow_probability/python/distributions/categorical_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for Categorical distribution."""
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 

diff --git a/tensorflow_probability/python/distributions/cauchy.py b/tensorflow_probability/python/distributions/cauchy.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The Cauchy distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/cauchy_test.py b/tensorflow_probability/python/distributions/cauchy_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for Cauchy."""
 
-# Dependency imports
 import numpy as np
 from scipy import stats as sp_stats
 

diff --git a/tensorflow_probability/python/distributions/chi2_test.py b/tensorflow_probability/python/distributions/chi2_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for initializers."""
 
-# Dependency imports
 import numpy as np
 from scipy import special
 from scipy import stats

diff --git a/tensorflow_probability/python/distributions/chi_test.py b/tensorflow_probability/python/distributions/chi_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for Chi distribution."""
 
-# Dependency imports
 import numpy as np
 from scipy import special
 from scipy import stats

diff --git a/tensorflow_probability/python/distributions/cholesky_lkj.py b/tensorflow_probability/python/distributions/cholesky_lkj.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """CholeskyLKJ distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/cholesky_lkj_test.py b/tensorflow_probability/python/distributions/cholesky_lkj_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for the Cholesky LKJ distribution."""
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/distributions/cholesky_util_test.py b/tensorflow_probability/python/distributions/cholesky_util_test.py
@@ -12,8 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.distributions import cholesky_util

diff --git a/tensorflow_probability/python/distributions/continuous_bernoulli.py b/tensorflow_probability/python/distributions/continuous_bernoulli.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The continuous Bernoulli distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.bijectors import sigmoid as sigmoid_bijector

diff --git a/tensorflow_probability/python/distributions/continuous_bernoulli_test.py b/tensorflow_probability/python/distributions/continuous_bernoulli_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for the continuous Bernoulli distribution."""
 
-# Dependency imports
-
 import numpy as np
 from scipy import special as sp_special
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/deterministic.py b/tensorflow_probability/python/distributions/deterministic.py
@@ -16,7 +16,6 @@
 
 import abc
 
-# Dependency imports
 import six
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/deterministic_test.py b/tensorflow_probability/python/distributions/deterministic_test.py
@@ -12,7 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/dirichlet.py b/tensorflow_probability/python/distributions/dirichlet.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The Dirichlet distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.bijectors import softmax_centered as softmax_centered_bijector

diff --git a/tensorflow_probability/python/distributions/dirichlet_multinomial_test.py b/tensorflow_probability/python/distributions/dirichlet_multinomial_test.py
@@ -12,7 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/dirichlet_test.py b/tensorflow_probability/python/distributions/dirichlet_test.py
@@ -13,7 +13,6 @@
 # limitations under the License.
 # ============================================================================
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 from scipy import special as sp_special

diff --git a/tensorflow_probability/python/distributions/discrete_rejection_sampling_test.py b/tensorflow_probability/python/distributions/discrete_rejection_sampling_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for discrete rejection sampling utilities."""
 
-# Dependency imports
-
 import numpy as np
 from scipy import stats
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/distributions/distribution_test.py b/tensorflow_probability/python/distributions/distribution_test.py
@@ -13,8 +13,6 @@
 # limitations under the License.
 # ============================================================================
 import collections
-# Dependency imports
-
 from absl import logging
 from absl.testing import parameterized
 

diff --git a/tensorflow_probability/python/distributions/empirical_test.py b/tensorflow_probability/python/distributions/empirical_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for the Empirical distribution."""
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/distributions/exp_gamma.py b/tensorflow_probability/python/distributions/exp_gamma.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The ExpGamma distribution class."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.bijectors import identity as identity_bijector

diff --git a/tensorflow_probability/python/distributions/exp_gamma_test.py b/tensorflow_probability/python/distributions/exp_gamma_test.py
@@ -12,7 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 from scipy import misc as sp_misc

diff --git a/tensorflow_probability/python/distributions/exponential.py b/tensorflow_probability/python/distributions/exponential.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The Exponential distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/exponential_test.py b/tensorflow_probability/python/distributions/exponential_test.py
@@ -15,7 +15,6 @@
 """Tests for initializers."""
 
 
-# Dependency imports
 import numpy as np
 from scipy import stats as sp_stats
 

diff --git a/tensorflow_probability/python/distributions/exponentially_modified_gaussian.py b/tensorflow_probability/python/distributions/exponentially_modified_gaussian.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """The exponentially modified Gaussian distribution class."""
 
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.bijectors import identity as identity_bijector
 from tensorflow_probability.python.bijectors import softplus as softplus_bijector

diff --git a/tensorflow_probability/python/distributions/exponentially_modified_gaussian_test.py b/tensorflow_probability/python/distributions/exponentially_modified_gaussian_test.py
@@ -16,8 +16,6 @@
 
 import math
 
-# Dependency imports
-
 import numpy as np
 from scipy import stats as sp_stats
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/distributions/gamma.py b/tensorflow_probability/python/distributions/gamma.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The Gamma distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/gamma_gamma.py b/tensorflow_probability/python/distributions/gamma_gamma.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The GammaGamma distribution class."""
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/gamma_gamma_test.py b/tensorflow_probability/python/distributions/gamma_gamma_test.py
@@ -12,8 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.distributions import gamma_gamma

diff --git a/tensorflow_probability/python/distributions/gamma_test.py b/tensorflow_probability/python/distributions/gamma_test.py
@@ -15,7 +15,6 @@
 
 import functools
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 from scipy import misc as sp_misc

diff --git a/tensorflow_probability/python/distributions/gaussian_process.py b/tensorflow_probability/python/distributions/gaussian_process.py
@@ -16,7 +16,6 @@
 
 import functools
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/distributions/gaussian_process_regression_model.py b/tensorflow_probability/python/distributions/gaussian_process_regression_model.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """The GaussianProcessRegressionModel distribution class."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.bijectors import softplus as softplus_bijector