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PiperOrigin-RevId: 697703603
tensorflow · Nov 18, 2024 · 94d967c · 94d967c
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diff --git a/tensorflow_probability/python/mcmc/diagnostic_test.py b/tensorflow_probability/python/mcmc/diagnostic_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for MCMC diagnostic utilities."""
 
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v1 as tf1
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/mcmc/dual_averaging_step_size_adaptation_test.py b/tensorflow_probability/python/mcmc/dual_averaging_step_size_adaptation_test.py
@@ -17,8 +17,6 @@
 import collections
 import functools
 
-# Dependency imports
-
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/mcmc/eight_schools_hmc.py b/tensorflow_probability/python/mcmc/eight_schools_hmc.py
@@ -15,7 +15,6 @@
 """Shared library for `eight_schools_hmc_{graph,eager}_test.py`."""
 
 import time
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v1 as tf1
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/mcmc/hmc_test.py b/tensorflow_probability/python/mcmc/hmc_test.py
@@ -17,8 +17,6 @@
 import collections
 import warnings
 
-# Dependency imports
-
 from absl import logging
 from absl.testing import parameterized
 import numpy as np

diff --git a/tensorflow_probability/python/mcmc/langevin.py b/tensorflow_probability/python/mcmc/langevin.py
@@ -15,8 +15,6 @@
 """Metropolis-adjusted Langevin algorithm, a gradient-based MCMC algorithm."""
 
 import collections
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.internal import distribute_lib

diff --git a/tensorflow_probability/python/mcmc/langevin_test.py b/tensorflow_probability/python/mcmc/langevin_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for MetropolisAdjustedLangevinAlgorithm."""
 
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.distributions import mvn_tril

diff --git a/tensorflow_probability/python/mcmc/metropolis_hastings_test.py b/tensorflow_probability/python/mcmc/metropolis_hastings_test.py
@@ -16,7 +16,6 @@
 
 import collections
 import warnings
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/mcmc/random_walk_metropolis.py b/tensorflow_probability/python/mcmc/random_walk_metropolis.py
@@ -15,8 +15,6 @@
 """Random Walk Metropolis (RWM) Transition Kernel."""
 
 import collections
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.internal import distribute_lib

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

diff --git a/tensorflow_probability/python/mcmc/sample_annealed_importance.py b/tensorflow_probability/python/mcmc/sample_annealed_importance.py
@@ -15,7 +15,6 @@
 """Markov chain Monte Carlo driver, `sample_chain_annealed_importance_chain`."""
 
 import collections
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/mcmc/sample_annealed_importance_test.py b/tensorflow_probability/python/mcmc/sample_annealed_importance_test.py
@@ -16,8 +16,6 @@
 
 import collections
 
-# Dependency imports
-
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/mcmc/sample_halton_sequence_lib.py b/tensorflow_probability/python/mcmc/sample_halton_sequence_lib.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Quasi Monte Carlo support: Halton sequence."""
 
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/mcmc/sample_halton_sequence_test.py b/tensorflow_probability/python/mcmc/sample_halton_sequence_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for sample_halton_sequence_lib.py."""
 
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.distributions import normal

diff --git a/tensorflow_probability/python/mcmc/sample_test.py b/tensorflow_probability/python/mcmc/sample_test.py
@@ -17,7 +17,6 @@
 import collections
 import warnings
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/mcmc/simple_step_size_adaptation_test.py b/tensorflow_probability/python/mcmc/simple_step_size_adaptation_test.py
@@ -17,8 +17,6 @@
 import collections
 import functools
 
-# Dependency imports
-
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v1 as tf1

diff --git a/tensorflow_probability/python/mcmc/slice_sampler_kernel.py b/tensorflow_probability/python/mcmc/slice_sampler_kernel.py
@@ -15,8 +15,6 @@
 """Slice sampler transition kernel."""
 
 import collections
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.internal import distribute_lib

diff --git a/tensorflow_probability/python/mcmc/transformed_kernel_test.py b/tensorflow_probability/python/mcmc/transformed_kernel_test.py
@@ -16,8 +16,6 @@
 
 import collections
 
-# Dependency imports
-
 import numpy as np
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.bijectors import chain as chain_lib