Automated Code Change

PiperOrigin-RevId: 696812241
tensorflow · Nov 15, 2024 · fbbbccc · fbbbccc
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commit fbbbccc
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diff --git a/tensorflow_probability/python/experimental/auto_batching/allocation_strategy_test.py b/tensorflow_probability/python/experimental/auto_batching/allocation_strategy_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests of the allocation strategy optimization pass."""
 
-# Dependency imports
-
 from tensorflow_probability.python.experimental.auto_batching import allocation_strategy
 from tensorflow_probability.python.experimental.auto_batching import instructions as inst
 from tensorflow_probability.python.experimental.auto_batching import test_programs

diff --git a/tensorflow_probability/python/experimental/auto_batching/dsl.py b/tensorflow_probability/python/experimental/auto_batching/dsl.py
@@ -24,8 +24,6 @@
 import contextlib
 import inspect
 
-# Dependency imports
-
 from tensorflow_probability.python.experimental.auto_batching import instructions as inst
 
 __all__ = [

diff --git a/tensorflow_probability/python/experimental/auto_batching/dsl_test.py b/tensorflow_probability/python/experimental/auto_batching/dsl_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.v2 as tf

diff --git a/tensorflow_probability/python/experimental/auto_batching/frontend_test.py b/tensorflow_probability/python/experimental/auto_batching/frontend_test.py
@@ -16,7 +16,6 @@
 
 import collections
 
-# Dependency imports
 from absl import logging
 import numpy as np
 

diff --git a/tensorflow_probability/python/experimental/auto_batching/instructions.py b/tensorflow_probability/python/experimental/auto_batching/instructions.py
@@ -19,7 +19,6 @@
 import inspect
 import textwrap
 
-# Dependency imports
 from absl import logging
 import numpy as np
 import six

diff --git a/tensorflow_probability/python/experimental/auto_batching/instructions_test.py b/tensorflow_probability/python/experimental/auto_batching/instructions_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests of the instruction language (and definitional interpreter)."""
 
-# Dependency imports
-
 from tensorflow_probability.python.experimental.auto_batching import instructions
 from tensorflow_probability.python.experimental.auto_batching import test_programs
 from tensorflow_probability.python.internal import test_util as tfp_test_util

diff --git a/tensorflow_probability/python/experimental/auto_batching/lowering_test.py b/tensorflow_probability/python/experimental/auto_batching/lowering_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests of the FunctionCallOp lowering compilation pass."""
 
-# Dependency imports
-
 from tensorflow_probability.python.experimental.auto_batching import allocation_strategy
 from tensorflow_probability.python.experimental.auto_batching import lowering
 from tensorflow_probability.python.experimental.auto_batching import numpy_backend

diff --git a/tensorflow_probability/python/experimental/auto_batching/numpy_backend.py b/tensorflow_probability/python/experimental/auto_batching/numpy_backend.py
@@ -23,7 +23,6 @@
 
 import collections
 
-# Dependency imports
 import numpy as np
 
 from tensorflow_probability.python.experimental.auto_batching import instructions

diff --git a/tensorflow_probability/python/experimental/auto_batching/numpy_backend_test.py b/tensorflow_probability/python/experimental/auto_batching/numpy_backend_test.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests for implementations of batched variables."""
 
-# Dependency imports
 import hypothesis as hp
 from hypothesis import strategies as hps
 from hypothesis.extra import numpy as hpnp

diff --git a/tensorflow_probability/python/experimental/auto_batching/stack_optimization_test.py b/tensorflow_probability/python/experimental/auto_batching/stack_optimization_test.py
@@ -12,8 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ============================================================================
-# Dependency imports
-
 from tensorflow_probability.python.experimental.auto_batching import stack_optimization as stack
 from tensorflow_probability.python.experimental.auto_batching import test_programs
 from tensorflow_probability.python.internal import test_util as tfp_test_util

diff --git a/tensorflow_probability/python/experimental/auto_batching/stackless.py b/tensorflow_probability/python/experimental/auto_batching/stackless.py
@@ -22,7 +22,6 @@
 import functools
 import heapq
 
-# Dependency imports
 from absl import logging
 import six
 from tensorflow_probability.python.experimental.auto_batching import instructions as inst

diff --git a/tensorflow_probability/python/experimental/auto_batching/stackless_test.py b/tensorflow_probability/python/experimental/auto_batching/stackless_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests of the FunctionCallOp lowering compilation pass."""
 
-# Dependency imports
-
 import tensorflow.compat.v1 as tf1
 
 from tensorflow_probability.python.experimental.auto_batching import allocation_strategy

diff --git a/tensorflow_probability/python/experimental/auto_batching/test_programs.py b/tensorflow_probability/python/experimental/auto_batching/test_programs.py
@@ -14,7 +14,6 @@
 # ============================================================================
 """Tests of the instruction language (and definitional interpreter)."""
 
-# Dependency imports
 import numpy as np
 
 from tensorflow_probability.python.experimental.auto_batching import instructions

diff --git a/tensorflow_probability/python/experimental/auto_batching/tf_backend.py b/tensorflow_probability/python/experimental/auto_batching/tf_backend.py
@@ -20,7 +20,6 @@
 import collections
 import contextlib
 
-# Dependency imports
 import six
 import tensorflow.compat.v1 as tf1
 import tensorflow.compat.v2 as tf

diff --git a/tensorflow_probability/python/experimental/auto_batching/tf_backend_test.py b/tensorflow_probability/python/experimental/auto_batching/tf_backend_test.py
@@ -14,8 +14,6 @@
 # ============================================================================
 """Tests for the TF implementations of auto-batched VM variables."""
 
-# Dependency imports
-
 import hypothesis as hp
 from hypothesis import strategies as hps
 from hypothesis.extra import numpy as hpnp

diff --git a/tensorflow_probability/python/experimental/auto_batching/type_inference_test.py b/tensorflow_probability/python/experimental/auto_batching/type_inference_test.py
@@ -16,8 +16,6 @@
 
 import functools
 
-# Dependency imports
-
 from absl.testing import parameterized
 
 import numpy as np

diff --git a/tensorflow_probability/python/experimental/auto_batching/virtual_machine.py b/tensorflow_probability/python/experimental/auto_batching/virtual_machine.py
@@ -17,8 +17,6 @@
 import contextlib
 import functools
 
-# Dependency imports
-
 from absl import logging
 import six
 

diff --git a/tensorflow_probability/python/experimental/auto_batching/virtual_machine_test.py b/tensorflow_probability/python/experimental/auto_batching/virtual_machine_test.py
@@ -16,8 +16,6 @@
 
 import functools
 
-# Dependency imports
-
 from absl import flags
 
 import numpy as np