From fbbbcccf664c0c86ceaa41455053fc9564d52678 Mon Sep 17 00:00:00 2001
From: Googler <no-reply@google.com>
Date: Fri, 15 Nov 2024 02:07:59 -0800
Subject: [PATCH] Automated Code Change

PiperOrigin-RevId: 696812241
---
 .../experimental/auto_batching/allocation_strategy_test.py      | 2 --
 tensorflow_probability/python/experimental/auto_batching/dsl.py | 2 --
 .../python/experimental/auto_batching/dsl_test.py               | 1 -
 .../python/experimental/auto_batching/frontend_test.py          | 1 -
 .../python/experimental/auto_batching/instructions.py           | 1 -
 .../python/experimental/auto_batching/instructions_test.py      | 2 --
 .../python/experimental/auto_batching/lowering_test.py          | 2 --
 .../python/experimental/auto_batching/numpy_backend.py          | 1 -
 .../python/experimental/auto_batching/numpy_backend_test.py     | 1 -
 .../experimental/auto_batching/stack_optimization_test.py       | 2 --
 .../python/experimental/auto_batching/stackless.py              | 1 -
 .../python/experimental/auto_batching/stackless_test.py         | 2 --
 .../python/experimental/auto_batching/test_programs.py          | 1 -
 .../python/experimental/auto_batching/tf_backend.py             | 1 -
 .../python/experimental/auto_batching/tf_backend_test.py        | 2 --
 .../python/experimental/auto_batching/type_inference_test.py    | 2 --
 .../python/experimental/auto_batching/virtual_machine.py        | 2 --
 .../python/experimental/auto_batching/virtual_machine_test.py   | 2 --
 18 files changed, 28 deletions(-)

diff --git a/tensorflow_probability/python/experimental/auto_batching/allocation_strategy_test.py b/tensorflow_probability/python/experimental/auto_batching/allocation_strategy_test.py
index a9d282a5da..0cef5d8dff 100644
--- 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
index 78fd0e2ee4..735dff0a33 100644
--- 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
index 661ca0683f..ac1aaff721 100644
--- 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
index 6cdea79e8d..83823a86fa 100644
--- 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
index 1089fe78b4..75fd5cbdfa 100644
--- 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
index 83f8c28a3b..3e73afc955 100644
--- 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
index 1b0e1c1f57..f924f873c3 100644
--- 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
index 26da7dceeb..94dc903185 100644
--- 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
index a17023c15a..2f7a6e6495 100644
--- 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
index 42e81e1316..7c28ac636e 100644
--- 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
index fd9489f160..eac5652584 100644
--- 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
index d5b188126a..2d6d325e6a 100644
--- 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
index 8557603cf3..9b432523aa 100644
--- 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
index 5a6d3be091..d195adbf2f 100644
--- 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
index 62cf451fef..a103862e73 100644
--- 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
index cc54773fa0..63b95cdbf7 100644
--- 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
index 2c4547b609..d942c5dd7e 100644
--- 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
index 7559b9b057..4b80c9bf39 100644
--- 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