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PiperOrigin-RevId: 697566144
tensorflow · Nov 18, 2024 · 6e061cd · 6e061cd
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diff --git a/tensorflow_probability/python/experimental/mcmc/covariance_reducer.py b/tensorflow_probability/python/experimental/mcmc/covariance_reducer.py
@@ -16,7 +16,6 @@
 
 import collections
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.experimental.mcmc import reducer as reducer_base

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

diff --git a/tensorflow_probability/python/experimental/mcmc/diagonal_mass_matrix_adaptation_test.py b/tensorflow_probability/python/experimental/mcmc/diagonal_mass_matrix_adaptation_test.py
@@ -16,8 +16,6 @@
 
 import collections
 
-# Dependency imports
-
 from absl.testing import parameterized
 import numpy as np
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/experimental/mcmc/elliptical_slice_sampler.py b/tensorflow_probability/python/experimental/mcmc/elliptical_slice_sampler.py
@@ -15,8 +15,6 @@
 """Elliptic Slice sampler transition kernel."""
 
 import collections
-# Dependency imports
-
 import numpy as np
 
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/experimental/mcmc/expectations_reducer.py b/tensorflow_probability/python/experimental/mcmc/expectations_reducer.py
@@ -16,7 +16,6 @@
 
 import collections
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.experimental.mcmc import reducer as reducer_base

diff --git a/tensorflow_probability/python/experimental/mcmc/expectations_reducer_test.py b/tensorflow_probability/python/experimental/mcmc/expectations_reducer_test.py
@@ -16,7 +16,6 @@
 
 import collections
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.distributions import normal
 from tensorflow_probability.python.experimental.mcmc import expectations_reducer

diff --git a/tensorflow_probability/python/experimental/mcmc/initialization.py b/tensorflow_probability/python/experimental/mcmc/initialization.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """MCMC initializations."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.bijectors import bijector

diff --git a/tensorflow_probability/python/experimental/mcmc/initialization_test.py b/tensorflow_probability/python/experimental/mcmc/initialization_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """MCMC initialization tests."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.bijectors import exp

diff --git a/tensorflow_probability/python/experimental/mcmc/kernel_outputs.py b/tensorflow_probability/python/experimental/mcmc/kernel_outputs.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Convenience wrapper around step_kernel outputs."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.experimental.mcmc import tracing_reducer

diff --git a/tensorflow_probability/python/experimental/mcmc/nuts_autobatching.py b/tensorflow_probability/python/experimental/mcmc/nuts_autobatching.py
@@ -38,7 +38,6 @@
 import collections
 import functools
 
-# Dependency imports
 import numpy as np
 import tensorflow.compat.v1 as tf1
 import tensorflow.compat.v2 as tf

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

diff --git a/tensorflow_probability/python/experimental/mcmc/nuts_autobatching_xla_test.py b/tensorflow_probability/python/experimental/mcmc/nuts_autobatching_xla_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests of the No U-Turn Sampler."""
 
-# Dependency imports
 from absl import flags
 import numpy as np
 import tensorflow.compat.v1 as tf

diff --git a/tensorflow_probability/python/experimental/mcmc/pnuts_test.py b/tensorflow_probability/python/experimental/mcmc/pnuts_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/experimental/mcmc/potential_scale_reduction_reducer.py b/tensorflow_probability/python/experimental/mcmc/potential_scale_reduction_reducer.py
@@ -16,7 +16,6 @@
 
 import collections
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.experimental.mcmc import reducer as reducer_base

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

diff --git a/tensorflow_probability/python/experimental/mcmc/preconditioned_hmc.py b/tensorflow_probability/python/experimental/mcmc/preconditioned_hmc.py
@@ -15,7 +15,6 @@
 """Hamiltonian Monte Carlo, a gradient-based MCMC algorithm."""
 
 import collections
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.experimental.mcmc import preconditioning_utils as pu

diff --git a/tensorflow_probability/python/experimental/mcmc/preconditioned_hmc_test.py b/tensorflow_probability/python/experimental/mcmc/preconditioned_hmc_test.py
@@ -16,8 +16,6 @@
 
 import collections
 
-# Dependency imports
-
 from absl.testing import parameterized
 import tensorflow.compat.v2 as tf
 

diff --git a/tensorflow_probability/python/experimental/mcmc/progress_bar_reducer.py b/tensorflow_probability/python/experimental/mcmc/progress_bar_reducer.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """`ProgressBarReducer` for showing progress bars."""
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.experimental.mcmc import reducer as reducer_base

diff --git a/tensorflow_probability/python/experimental/mcmc/progress_bar_reducer_test.py b/tensorflow_probability/python/experimental/mcmc/progress_bar_reducer_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for ProgressBarReducer."""
 
-# Dependency imports
-
 from tensorflow_probability.python.experimental.mcmc import progress_bar_reducer
 from tensorflow_probability.python.experimental.mcmc.internal import test_fixtures
 from tensorflow_probability.python.experimental.mcmc.sample_fold import sample_fold

diff --git a/tensorflow_probability/python/experimental/mcmc/run.py b/tensorflow_probability/python/experimental/mcmc/run.py
@@ -16,8 +16,6 @@
 
 import collections
 import warnings
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.experimental.mcmc import sample as exp_sample_lib
 from tensorflow_probability.python.experimental.mcmc import tracing_reducer

diff --git a/tensorflow_probability/python/experimental/mcmc/sample.py b/tensorflow_probability/python/experimental/mcmc/sample.py
@@ -16,8 +16,6 @@
 
 import collections
 import warnings
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.experimental.mcmc import step
 from tensorflow_probability.python.experimental.mcmc import tracing_reducer

diff --git a/tensorflow_probability/python/experimental/mcmc/sample_discarding_kernel.py b/tensorflow_probability/python/experimental/mcmc/sample_discarding_kernel.py
@@ -16,7 +16,6 @@
 
 import collections
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.experimental.mcmc import step
 from tensorflow_probability.python.internal import prefer_static as ps

diff --git a/tensorflow_probability/python/experimental/mcmc/sample_discarding_kernel_test.py b/tensorflow_probability/python/experimental/mcmc/sample_discarding_kernel_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for SampleDiscardingKernel TransitionKernel (thinning and burn-in)."""
 
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/experimental/mcmc/sample_fold.py b/tensorflow_probability/python/experimental/mcmc/sample_fold.py
@@ -16,7 +16,6 @@
 
 import warnings
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.experimental.mcmc import sample
 from tensorflow_probability.python.experimental.mcmc import sample_discarding_kernel

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

diff --git a/tensorflow_probability/python/experimental/mcmc/sample_sequential_monte_carlo_test.py b/tensorflow_probability/python/experimental/mcmc/sample_sequential_monte_carlo_test.py
@@ -17,7 +17,6 @@
 
 import functools
 
-# Dependency imports
 from absl.testing import parameterized
 
 import numpy as np

diff --git a/tensorflow_probability/python/experimental/mcmc/sample_test.py b/tensorflow_probability/python/experimental/mcmc/sample_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for high(er) level drivers for streaming MCMC."""
 
-# Dependency imports
-
 from tensorflow_probability.python.experimental.mcmc import sample
 from tensorflow_probability.python.experimental.mcmc.internal import test_fixtures
 from tensorflow_probability.python.internal import samplers

diff --git a/tensorflow_probability/python/experimental/mcmc/step.py b/tensorflow_probability/python/experimental/mcmc/step.py
@@ -15,8 +15,6 @@
 """Drivers for streaming reductions framework."""
 
 import warnings
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.internal import loop_util
 from tensorflow_probability.python.internal import prefer_static as ps

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

diff --git a/tensorflow_probability/python/experimental/mcmc/thermodynamic_integrals_test.py b/tensorflow_probability/python/experimental/mcmc/thermodynamic_integrals_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for thermodynamic integrals."""
 
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/experimental/mcmc/thinning_kernel_test.py b/tensorflow_probability/python/experimental/mcmc/thinning_kernel_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for ThinningKernel TransitionKernel."""
 
-# Dependency imports
 import numpy as np
 
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/experimental/mcmc/tracing_reducer.py b/tensorflow_probability/python/experimental/mcmc/tracing_reducer.py
@@ -16,7 +16,6 @@
 
 import collections
 
-# Dependency imports
 import tensorflow.compat.v2 as tf
 
 from tensorflow_probability.python.experimental.mcmc import reducer as reducer_base

diff --git a/tensorflow_probability/python/experimental/mcmc/tracing_reducer_test.py b/tensorflow_probability/python/experimental/mcmc/tracing_reducer_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for TracingReducer."""
 
-# Dependency imports
-
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.experimental.mcmc import tracing_reducer
 from tensorflow_probability.python.experimental.mcmc.internal import test_fixtures

diff --git a/tensorflow_probability/python/experimental/mcmc/with_reductions_test.py b/tensorflow_probability/python/experimental/mcmc/with_reductions_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for tfp.experimental.mcmc.WithReductions TransitionKernel."""
 
-# Dependency imports
 from absl.testing import parameterized
 import numpy as np