tensorflow/tensorflow

Pattern Findings

The scanner identified 28379 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators3845 hits · 11593 pts

Severity	File	Line	Snippet	Context
MEDIUM	bazel_downloader.cfg	14	# ==============================================================================	COMMENT
MEDIUM	configure.py	14	# ==============================================================================	COMMENT
MEDIUM	tools/tf_env_collect.sh	15	# ==============================================================================	COMMENT
MEDIUM	tools/tf_env_collect.sh	56	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/tf_env_collect.sh	58	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/tf_env_collect.sh	96	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/tf_env_collect.sh	98	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/tf_env_collect.sh	166	# ==========================================================================	COMMENT
MEDIUM	tools/tf_env_collect.sh	168	# ==========================================================================	COMMENT
MEDIUM	tools/tf_env_collect.sh	249	# ==========================================================================	STRING
MEDIUM	tools/tf_env_collect.sh	251	# ==========================================================================	STRING
MEDIUM	tools/tf_env_collect.sh	318	# ==========================================================================	STRING
MEDIUM	tools/tf_env_collect.sh	320	# ==========================================================================	STRING
MEDIUM	tools/tf_env_collect.sh	431	# ----------------------------------------------------------------------------	STRING
MEDIUM	tools/tf_env_collect.sh	433	# ----------------------------------------------------------------------------	STRING
MEDIUM	ci/official/code_check_full.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/pycpp.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/any.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/wheel.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/upload.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/debug_tfci.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/bisect.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/code_check_changed_files.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/cleanup_docker.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/setup.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/setup_docker.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/generate_index_html.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/windows.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/cleanup_summary.sh	15	# ==============================================================================	COMMENT
MEDIUM	…/official/utilities/convert_msys_paths_to_win_paths.py	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/rename_and_verify_wheels.sh	16	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/collect_additional_wheel.sh	16	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/extract_resultstore_links.py	14	# ==============================================================================	COMMENT
MEDIUM	ci/official/utilities/setup_macos.sh	15	# ==============================================================================	COMMENT
MEDIUM	ci/official/containers/ml_build/setup.sources.cudnn.sh	16	# ==============================================================================	COMMENT
MEDIUM	ci/official/containers/ml_build/setup.sources.sh	16	# ==============================================================================	COMMENT
MEDIUM	ci/official/containers/ml_build/setup.python.sh	16	# ==============================================================================	COMMENT
MEDIUM	ci/official/containers/ml_build/setup.packages.sh	16	# ==============================================================================	COMMENT
MEDIUM	…/official/containers/ml_build/setup.toolchain.cmake.sh	16	# ==============================================================================	COMMENT
MEDIUM	…ial/containers/ml_build/builder.devtoolset/fixlinks.sh	15	# ==============================================================================	COMMENT
MEDIUM	…ainers/ml_build/builder.devtoolset/build_devtoolset.sh	15	# ==============================================================================	COMMENT
MEDIUM	…al/containers/ml_build/builder.devtoolset/rpm-patch.sh	15	# ==============================================================================	COMMENT
MEDIUM	third_party/xla/bazel_downloader.cfg	14	# ==============================================================================	COMMENT
MEDIUM	third_party/xla/.pre-commit-config.yaml	14	# ============================================================================	COMMENT
MEDIUM	…rty/xla/xla/pjrt/distributed/testdata/mtls/generate.sh	15	# ==============================================================================	COMMENT
MEDIUM	third_party/xla/xla/python_api/types_.py	14	# ======================================	COMMENT
MEDIUM	third_party/xla/xla/python_api/xla_literal.py	14	# ======================================	COMMENT
MEDIUM	third_party/xla/xla/python_api/xla_literal_test.py	14	# ======================================	COMMENT
MEDIUM	third_party/xla/xla/python_api/xla_shape.py	14	# ======================================	COMMENT
MEDIUM	third_party/xla/xla/python_api/xla_shape_test.py	14	# ======================================	COMMENT
MEDIUM	…ols/buffer_debug_log/check_thunk_output_consistency.py	14	# ==============================================================================	COMMENT
MEDIUM	…xla/tools/buffer_debug_log/checksum_mismatch_report.py	14	# ==============================================================================	COMMENT
MEDIUM	…ools/buffer_debug_log/checksum_mismatch_report_test.py	14	# ==============================================================================	COMMENT
MEDIUM	…_party/xla/xla/tools/benchmarks/json_to_tensorboard.py	14	# ============================================================================	COMMENT
MEDIUM	…y/xla/xla/tools/benchmarks/test_json_to_tensorboard.py	14	# ============================================================================	COMMENT
MEDIUM	…/xla/tools/benchmarks/hlo_workload_executor/action.yml	14	# ============================================================================	COMMENT
MEDIUM	…a/tools/multihost_hlo_runner/python_hlo_runner_test.py	14	# ==============================================================================	COMMENT
MEDIUM	third_party/xla/xla/python/xla_transform_test.py	14	# ==============================================================================	COMMENT
MEDIUM	third_party/xla/xla/python/xla_client.py	14	# ==============================================================================	COMMENT
MEDIUM	third_party/xla/xla/python/xla_compiler_test.py	14	# ==============================================================================	COMMENT
3785 more matches not shown…

Over-Commented Block10477 hits · 10244 pts

Severity	File	Line	Snippet	Context
LOW	bazel_downloader.cfg	1	# Copyright 2026 The TensorFlow Authors. All Rights Reserved.	COMMENT
LOW	configure.py	1	# Copyright 2017 The TensorFlow Authors. All Rights Reserved.	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	1	#	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	541	# ml-dtypes	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	561	# -r ci/official/requirements_updater/nvidia-constraints.txt	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	601	# via	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	641	# via	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	681	# via	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	721	--hash=sha256:ecd0a012051abc20c1aa87328841efa8cade3ced65803046e38c2f03c0891fea	COMMENT
LOW	requirements_lock_3_14_freethreaded.txt	741	# -r ci/official/requirements_updater/nvidia-requirements.txt	COMMENT
LOW	requirements_lock_3_14.txt	1	#	COMMENT
LOW	requirements_lock_3_14.txt	541	# ml-dtypes	COMMENT
LOW	requirements_lock_3_14.txt	561	# -r ci/official/requirements_updater/nvidia-constraints.txt	COMMENT
LOW	requirements_lock_3_14.txt	601	# via	COMMENT
LOW	requirements_lock_3_14.txt	641	# via	COMMENT
LOW	requirements_lock_3_14.txt	681	# via	COMMENT
LOW	requirements_lock_3_14.txt	721	--hash=sha256:8ce1b8213f61f2bfac132e6df890af6450b77cbd140c6ce4e98cb0c2d8e678c9	COMMENT
LOW	requirements_lock_3_14.txt	741	# nvidia-cufft	COMMENT
LOW	requirements_lock_3_13.txt	1	#	COMMENT
LOW	requirements_lock_3_13.txt	441	--hash=sha256:e6ecde441aaf0bb74ed538cfb3b18aa374f452aebf0162088bcb10942f7bbc33 \	COMMENT
LOW	requirements_lock_3_13.txt	601	# -r ci/official/requirements_updater/nvidia-constraints.txt	COMMENT
LOW	requirements_lock_3_13.txt	621	--hash=sha256:ca786ffa5a647c75d4d1f5cc72a6c4f537947e2ba8823d7c8aaf768e7a7b9f77 \	COMMENT
LOW	requirements_lock_3_13.txt	641	--hash=sha256:f9b37bc5c8cf7509665cb6ada5aaa0ce65618f2332b7d3e78e9790511f111212	COMMENT
LOW	requirements_lock_3_12.txt	1	#	COMMENT
LOW	requirements_lock_3_12.txt	441	--hash=sha256:e6ecde441aaf0bb74ed538cfb3b18aa374f452aebf0162088bcb10942f7bbc33 \	COMMENT
LOW	requirements_lock_3_12.txt	601	# -r ci/official/requirements_updater/nvidia-constraints.txt	COMMENT
LOW	requirements_lock_3_12.txt	621	--hash=sha256:ca786ffa5a647c75d4d1f5cc72a6c4f537947e2ba8823d7c8aaf768e7a7b9f77 \	COMMENT
LOW	requirements_lock_3_12.txt	641	--hash=sha256:f9b37bc5c8cf7509665cb6ada5aaa0ce65618f2332b7d3e78e9790511f111212	COMMENT
LOW	requirements_lock_3_12.txt	1081	--hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3	COMMENT
LOW	requirements_lock_3_10.txt	1	#	COMMENT
LOW	requirements_lock_3_10.txt	441	--hash=sha256:e6ecde441aaf0bb74ed538cfb3b18aa374f452aebf0162088bcb10942f7bbc33 \	COMMENT
LOW	requirements_lock_3_10.txt	601	# -r ci/official/requirements_updater/nvidia-constraints.txt	COMMENT
LOW	requirements_lock_3_10.txt	621	--hash=sha256:ca786ffa5a647c75d4d1f5cc72a6c4f537947e2ba8823d7c8aaf768e7a7b9f77 \	COMMENT
LOW	requirements_lock_3_10.txt	641	--hash=sha256:f9b37bc5c8cf7509665cb6ada5aaa0ce65618f2332b7d3e78e9790511f111212	COMMENT
LOW	requirements_lock_3_11.txt	1	#	COMMENT
LOW	requirements_lock_3_11.txt	441	--hash=sha256:e6ecde441aaf0bb74ed538cfb3b18aa374f452aebf0162088bcb10942f7bbc33 \	COMMENT
LOW	requirements_lock_3_11.txt	601	# -r ci/official/requirements_updater/nvidia-constraints.txt	COMMENT
LOW	requirements_lock_3_11.txt	621	--hash=sha256:ca786ffa5a647c75d4d1f5cc72a6c4f537947e2ba8823d7c8aaf768e7a7b9f77 \	COMMENT
LOW	requirements_lock_3_11.txt	641	--hash=sha256:f9b37bc5c8cf7509665cb6ada5aaa0ce65618f2332b7d3e78e9790511f111212	COMMENT
LOW	requirements_lock_3_11.txt	1081	--hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3	COMMENT
LOW	tools/tf_env_collect.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ci/official/code_check_full.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/pycpp.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/any.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/any.sh	21	# export TF_ANY_TARGETS="quoted list of targets, like on the command line"	COMMENT
LOW	ci/official/wheel.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/README.md	41		COMMENT
LOW	ci/official/README.md	61	# "public_cache,disk_cache".	COMMENT
LOW	ci/official/README.md	81	# Ex. rbe -- Use RBE for faster builds (Googlers only; see below)	COMMENT
LOW	ci/official/README.md	101		COMMENT
LOW	ci/official/README.md	121	# to transfer ownership to your user.	COMMENT
LOW	ci/official/upload.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/debug_tfci.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/bisect.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/bisect.sh	21	# TF_BISECT_BAD: First bad commit (e.g. commit from the first failing job)	COMMENT
LOW	ci/official/code_check_changed_files.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/utilities/cleanup_docker.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/utilities/setup.sh	1	#!/bin/bash	COMMENT
LOW	ci/official/utilities/setup.sh	21	# specifically. Use your best judgment to keep the scripts in this directory	COMMENT
LOW	ci/official/utilities/setup.sh	41	# "TFCI" may optionally be set to the name of an env-type file with TFCI	COMMENT
10417 more matches not shown…

Docstring Block Structure1625 hits · 7798 pts

Severity	File	Line	Snippet	Context
HIGH	configure.py	279	Get boolean input from user. If var_name is not set in env, ask user to enable query_item or not. If the response i	STRING
HIGH	configure.py	550	Loop over user prompts for an ENV param until receiving a valid response. For the env param var_name, read from the e	STRING
HIGH	…rd_party/xla/xla/hlo/tools/generate_hlo_test_checks.py	219	Passes `input_stream` through an optimizer; output is another stream. Args: input_stream: An iterator over the li	STRING
HIGH	…rd_party/xla/xla/hlo/tools/generate_hlo_test_checks.py	301	Returns the next item in the sub-stream corresponding to `target_buffer`. Args: target_buffer: The queue back	STRING
HIGH	third_party/xla/build_tools/configure/configure.py	62	Finds executable and resolves symlinks or raises RuntimeError. Resolving symlinks is sometimes necessary for finding	STRING
HIGH	third_party/xla/build_tools/ci/clang_tidy_diff.py	308	Parses a Bazel BEP JSON file and returns a list of paths to .clang-tidy.yaml files. Args: bep_path: Path to the B	STRING
HIGH	third_party/xla/build_tools/ci/change_detector.py	83	Validates that ref is a safe Git revision string and cannot inject flags. Args: ref: Git commit SHA or ref name t	STRING
HIGH	third_party/xla/.github/workflows/github_api.py	39	Helper method to make a request and raise an HTTPError if one occurred. Arguments: verb: The HTTP verb to use	STRING
HIGH	tensorflow/dtensor/python/dtensor_device.py	122	Packs tensors into a DTensor handle on this DTensor device. Packing and unpacking are inverse operations: ```	STRING
HIGH	tensorflow/dtensor/python/dtensor_device.py	169	Unpacks a DTensor handle on this DTensor device. Packing and unpacking are inverse operations: ``` * unpac	STRING
HIGH	tensorflow/dtensor/python/dtensor_device.py	215	Fetches the layout of the DTensor. Args: dtensor: The DTensor whose layout is to be fetched. Returns:	STRING
HIGH	tensorflow/dtensor/python/dtensor_device.py	243	Check whether the input tensor is a DTensor. In Python, a DTensor has the same type as a `tf.Tensor`. This method w	STRING
HIGH	tensorflow/dtensor/python/api.py	193	Packs `tf.Tensor` components into a DTensor. Packing and unpacking are inverse operations: ``` * unpack(pack(ten	STRING
HIGH	tensorflow/dtensor/python/api.py	344	Unpacks a DTensor into `tf.Tensor` components. Packing and unpacking are inverse operations: ``` * unpack(pack(t	STRING
HIGH	tensorflow/dtensor/python/api.py	381	Fetches the layout of a DTensor. Args: tensor: The DTensor whose layout is to be fetched. Returns: The `La	STRING
HIGH	tensorflow/dtensor/python/tpu_util.py	381	Enumerates all possible core locations under the axis iteration order. Args: bounds: A list of 4 positive integer	STRING
HIGH	tensorflow/tools/test/run_and_gather_logs_lib.py	99	Run the bazel test given by test_name. Gather and return the logs. Args: name: Benchmark target identifier.	STRING
HIGH	…ls/tensorflow_builder/compat_checker/compat_checker.py	30	Compare two versions and return information on which is smaller vs. larger. Args: v1: String that is a version to	STRING
HIGH	…orflow/tools/api/lib/python_object_to_proto_visitor.py	265	Get an ArgSpec string from a pybind11-style docstring. For example: `foo_function(a: int, args, *kwargs) -> None`	STRING
HIGH	tensorflow/tools/git/gen_git_source.py	35	Given a filename of a .git/HEAD file return ref path. In particular, if git is in detached head state, this will re	STRING
HIGH	tensorflow/core/function/capture/capture_container.py	91	Captures `tensor` if it's external to this graph. If `tensor` is from a different graph, returns a placeholder for	STRING
HIGH	tensorflow/core/function/capture/restore_captures.py	35	Resolves a saved model graph node into a tensor to be captured. Args: node: a tensor, variable, or resource to be	STRING
HIGH	tensorflow/python/autograph/impl/api.py	709	Converts a Python entity into a TensorFlow graph. Also see: `tf.autograph.to_code`, `tf.function`. Unlike `tf.func	STRING
HIGH	tensorflow/python/autograph/impl/api.py	785	Converts a Python entity into a TensorFlow graph. Also see: `tf.autograph.to_code`, `tf.function`. Unlike `tf.func	STRING
HIGH	…nsorflow/python/autograph/operators/data_structures.py	168	The list append function. Note: it is unspecified where list_ will be mutated or not. If list_ is a TensorFlow enti	STRING
HIGH	…nsorflow/python/autograph/operators/data_structures.py	232	The list pop function. Note: it is unspecified where list_ will be mutated or not. If list_ is a TensorFlow entity,	STRING
HIGH	tensorflow/python/autograph/operators/exceptions.py	23	Functional form of an assert statement. This follows the semantics of the Python assert statement, however the conc	STRING
HIGH	tensorflow/python/autograph/operators/slices.py	35	The slice read operator (i.e. __getitem__). Note: it is unspecified whether target will be mutated or not. In general	STRING
HIGH	tensorflow/python/autograph/operators/slices.py	97	The slice write operator (i.e. __setitem__). Note: it is unspecified whether target will be mutated or not. In genera	STRING
HIGH	tensorflow/python/autograph/converters/directives.py	52	Maps AST call nodes to the actual function's arguments. Args: call_node: ast.Call function: Callable[..., Any	STRING
HIGH	tensorflow/python/autograph/utils/misc.py	25	Wraps any Tensor arguments with an identity op. Any other argument, including Variables, is returned unchanged. Ar	STRING
HIGH	tensorflow/python/autograph/utils/type_registry.py	46	Looks up 'obj'. Args: obj: The object to lookup within the registry. Returns: Value for 'obj' in t	STRING
HIGH	tensorflow/python/autograph/lang/special_functions.py	57	Creates a tensor list and populates it with the given elements. This function provides a more uniform access to tenso	STRING
HIGH	tensorflow/python/autograph/lang/special_functions.py	90	Stacks the input, if it admits the notion of stacking. For example, a list of tensors can be stacked into a larger te	STRING
HIGH	tensorflow/python/autograph/pyct/inspect_utils.py	233	Resolves a function's owner, e.g. a method's class. Note that this returns the object that the function was retrie	STRING
HIGH	tensorflow/python/autograph/pyct/ast_util.py	280	Walks two ASTs in parallel. The two trees must have identical structure. Args: node: Union[ast.AST, Iterable[a	STRING
HIGH	tensorflow/python/autograph/pyct/parser.py	343	Returns the AST of given identifier. Args: src: A piece of code that represents a single Python expression Retu	STRING
HIGH	tensorflow/python/autograph/pyct/transpiler.py	337	Transforms a Python object. Users typically call this method. Args: obj: A Python object, function, type	STRING
HIGH	tensorflow/python/autograph/pyct/templates.py	231	Replaces placeholders in a Python template. AST Name and Tuple nodes always receive the context that inferred from	STRING
HIGH	tensorflow/python/keras/metrics.py	3614	Retrieves a Keras metric as a `function`/`Metric` class instance. The `identifier` may be the string name of a metric	STRING
HIGH	tensorflow/python/keras/backend.py	472	Provides a scope within which the learning phase is equal to `value`. The learning phase gets restored to its origina	STRING
HIGH	tensorflow/python/keras/backend.py	499	An internal-only version of `learning_phase_scope`. Unlike the public method, this method does not raise a deprecatio	STRING
HIGH	tensorflow/python/keras/backend.py	553	Internal scope that sets the learning phase in eager / tf.function only. Args: value: Learning phase value, eit	STRING
HIGH	tensorflow/python/keras/backend.py	617	Returns the appropriate graph to use for the given inputs. This library method provides a consistent algorithm for ch	STRING
HIGH	tensorflow/python/keras/backend.py	855	Check if the current device is explicitly set on the device type specified. Args: device_type: A string contain	STRING
HIGH	tensorflow/python/keras/backend.py	969	Converts a sparse tensor into a dense tensor and returns it. Args: tensor: A tensor instance (potentially spars	STRING
HIGH	tensorflow/python/keras/backend.py	1024	Instantiates a variable and returns it. Args: value: Numpy array, initial value of the tensor. dtype: Ten	STRING
HIGH	tensorflow/python/keras/backend.py	1205	Returns whether `x` is a Keras tensor. A "Keras tensor" is a tensor that was returned by a Keras layer, (`Layer` cl	STRING
HIGH	tensorflow/python/keras/backend.py	1264	Instantiates a placeholder tensor and returns it. Args: shape: Shape of the placeholder (integer tupl	STRING
HIGH	tensorflow/python/keras/backend.py	1376	Returns the symbolic shape of a tensor or variable. Args: x: A tensor or variable. Returns: A symbolic	STRING
HIGH	tensorflow/python/keras/backend.py	1400	Returns the shape of tensor or variable as a tuple of int or None entries. Args: x: Tensor or variable. Retu	STRING
HIGH	tensorflow/python/keras/backend.py	1430	Returns the number of axes in a tensor, as an integer. Args: x: Tensor or variable. Returns: Integer (	STRING
HIGH	tensorflow/python/keras/backend.py	1456	Returns the dtype of a Keras tensor or variable, as a string. Args: x: Tensor or variable. Returns: St	STRING
HIGH	tensorflow/python/keras/backend.py	1501	Evaluates the value of a variable. Args: x: A variable. Returns: A Numpy array. Examples: >>> kv	STRING
HIGH	tensorflow/python/keras/backend.py	1790	Casts a tensor to a different dtype and returns it. You can cast a Keras variable but it still returns a Keras tensor	STRING
HIGH	tensorflow/python/keras/backend.py	1905	Multiplies 2 tensors (and/or variables) and returns a tensor. This operation corresponds to `numpy.dot(a, b, out=None	STRING
HIGH	tensorflow/python/keras/backend.py	1971	Batchwise dot product. `batch_dot` is used to compute dot product of `x` and `y` when `x` and `y` are data in batch	STRING
HIGH	tensorflow/python/keras/backend.py	2160	Transposes a tensor and returns it. Args: x: Tensor or variable. Returns: A tensor. Examples: >>	STRING
HIGH	tensorflow/python/keras/backend.py	2192	Retrieves the elements of indices `indices` in the tensor `reference`. Args: reference: A tensor. indices	STRING
HIGH	tensorflow/python/keras/backend.py	2721	Element-wise maximum of two tensors. Args: x: Tensor or variable. y: Tensor or variable. Returns:	STRING
1565 more matches not shown…

Hyper-Verbose Identifiers6935 hits · 6434 pts

Severity	File	Line	Snippet	Context
LOW	configure.py	118	def write_action_env_to_bazelrc(var_name, var):	CODE
LOW	configure.py	122	def write_repo_env_to_bazelrc(config_name, var_name, var):	CODE
LOW	configure.py	253	def reset_tf_configure_bazelrc():	CODE
LOW	configure.py	514	def get_from_env_or_user_or_default(environ_cp, var_name, ask_for_var,	CODE
LOW	configure.py	541	def prompt_loop_or_load_from_env(environ_cp,	CODE
LOW	configure.py	607	def set_clang_cuda_compiler_path(environ_cp):	CODE
LOW	configure.py	776	def set_gcc_host_compiler_path(environ_cp):	CODE
LOW	configure.py	862	def set_clang_compiler_path_win(environ_cp):	CODE
LOW	configure.py	946	def disable_clang_offsetof_extension(clang_version):	CODE
LOW	configure.py	957	def set_hermetic_cuda_version(environ_cp):	CODE
LOW	configure.py	973	def set_hermetic_cudnn_version(environ_cp):	CODE
LOW	configure.py	989	def set_hermetic_cuda_compute_capabilities(environ_cp):	CODE
LOW	configure.py	1092	def system_specific_test_config(environ_cp):	CODE
LOW	…ols/buffer_debug_log/check_thunk_output_consistency.py	33	def parse_binary_or_text_proto(data: bytes, proto_type):	CODE
LOW	…xla/tools/buffer_debug_log/checksum_mismatch_report.py	182	def _find_inconsistent_output_checksums(	CODE
LOW	…xla/tools/buffer_debug_log/checksum_mismatch_report.py	210	def _find_inconsistent_thunks(	CODE
LOW	…ools/buffer_debug_log/checksum_mismatch_report_test.py	25	def test_from_protos_loads_metadata(self):	CODE
LOW	…ools/buffer_debug_log/checksum_mismatch_report_test.py	71	def test_from_protos_finds_mismatches_in_single_proto(self):	STRING
LOW	…ools/buffer_debug_log/checksum_mismatch_report_test.py	129	def test_from_protos_finds_mismatches_in_multiple_protos(self):	STRING
LOW	…ools/buffer_debug_log/checksum_mismatch_report_test.py	180	def test_from_protos_does_not_include_consistent_executions(self):	STRING
LOW	…a/tools/multihost_hlo_runner/python_hlo_runner_test.py	28	def _register_transformer_engine_custom_calls():	CODE
LOW	third_party/xla/xla/python/xla_transform_test.py	23	def test_register_hlo_xla_transform(self):	CODE
LOW	third_party/xla/xla/python/xla_transform_test.py	34	def test_core_assignment_unimplemented_on_cpu(self):	CODE
LOW	third_party/xla/xla/python/xla_client.py	131	def current_source_info_metadata(op_type=None, op_name=None, skip_frames=1):	CODE
LOW	third_party/xla/xla/python/xla_client.py	166	def window_padding_type_to_pad_values(	CODE
LOW	third_party/xla/xla/python/xla_client.py	265	def make_dot_dimension_numbers(	CODE
LOW	third_party/xla/xla/python/xla_client.py	321	def make_convolution_dimension_numbers(	CODE
LOW	third_party/xla/xla/python/xla_client.py	437	def _make_replica_group_proto(replica_group):	CODE
LOW	third_party/xla/xla/python/xla_client.py	454	def get_backend_config_string(instruction_proto, module_proto=None) -> str:	CODE
LOW	third_party/xla/xla/python/profile_data_test.py	22	def test_find_plane_with_name(self):	CODE
LOW	third_party/xla/xla/python/profile_data_test.py	160	def test_visit_event_missing_metadata(self):	STRING
LOW	third_party/xla/xla/python/profile_data_test.py	196	def test_create_profile_data_from_file(self):	STRING
LOW	…ird_party/xla/xla/python/profiler/profile_data_test.py	23	def test_find_plane_with_name(self):	CODE
LOW	…ird_party/xla/xla/python/profiler/profile_data_test.py	161	def test_visit_event_missing_metadata(self):	STRING
LOW	…ird_party/xla/xla/python/profiler/profile_data_test.py	197	def test_create_profile_data_from_file(self):	STRING
LOW	…arty/xla/xla/tsl/lib/io/zip_writer_integration_test.py	27	def test_generated_zip_validity(self):	CODE
LOW	…rty/xla/xla/backends/gpu/codegen/tools/ncu_rep_test.py	23	def test_get_metrics_by_kernel(self):	CODE
LOW	…rty/xla/xla/backends/gpu/codegen/tools/ncu_rep_test.py	47	def test_aggregate_kernel_metrics(self):	CODE
LOW	…rty/xla/xla/backends/gpu/codegen/tools/ncu_rep_test.py	107	def test_write_metrics_markdown(self):	CODE
LOW	…ackends/cpu/codegen/computation_kernel_emitter_test.py	30	def create_trivial_add_computation(	CODE
LOW	…la/backends/cpu/codegen/scatter_kernel_emitter_test.py	28	def create_sclar_add_computation(	CODE
LOW	…la/backends/cpu/codegen/scatter_kernel_emitter_test.py	204	def test_out_of_bounds_scatter(self):	CODE
LOW	…ty/xla/xla/backends/cpu/codegen/fusion_emitter_test.py	206	def test_constant_with_layout(self):	STRING
LOW	…la/xla/backends/cpu/codegen/tiled/tiled_kernel_test.py	274	def test_dot_fusion_single_tile(self):	STRING
LOW	…la/xla/backends/cpu/codegen/tiled/tiled_kernel_test.py	412	def test_reduction_outer_inner(self):	STRING
LOW	…la/xla/backends/cpu/codegen/tiled/tiled_kernel_test.py	445	def test_reduction_unsigned_add(self):	STRING
LOW	…la/xla/backends/cpu/codegen/tiled/tiled_kernel_test.py	477	def test_broadcast_in_dim_inner(self):	STRING
LOW	…la/xla/backends/cpu/codegen/tiled/tiled_kernel_test.py	502	def test_broadcast_in_dim_outer(self):	STRING
LOW	…la/backends/cpu/codegen/dot/dot_kernel_emitter_test.py	131	def test_matrix_multiplication(self, emitter_type, shapes, dtype):	CODE
LOW	…ackends/cpu/benchmarks/e2e/gemma2/flax_2b/benchmark.py	52	def benchmark_generation_time(output_token_len):	CODE
LOW	…ackends/cpu/benchmarks/e2e/gemma2/flax_2b/benchmark.py	73	def display_benchmark_results(timer_list, metric_name):	CODE
LOW	…ends/cpu/benchmarks/e2e/gemma2/pytorch_2b/benchmark.py	60	def benchmark_generation_time(output_token_len):	CODE
LOW	…ends/cpu/benchmarks/e2e/gemma2/pytorch_2b/benchmark.py	85	def display_benchmark_results(timer_list, metric_name):	CODE
LOW	…rty/xla/xla/backends/cpu/testlib/kernel_runner_test.py	28	def test_llvm_ir_kernel_runner(self):	CODE
LOW⚡	third_party/xla/xla/mlir_hlo/tests/python/attributes.py	39	def test_comparison_direction_attr():	CODE
LOW⚡	third_party/xla/xla/mlir_hlo/tests/python/attributes.py	47	def test_comparison_type_attr():	CODE
LOW⚡	third_party/xla/xla/mlir_hlo/tests/python/attributes.py	55	def test_conv_dimension_numbers():	CODE
LOW	third_party/xla/xla/mlir_hlo/tests/python/attributes.py	81	def test_dequantize_mode_attr():	CODE
LOW	third_party/xla/xla/mlir_hlo/tests/python/attributes.py	89	def test_dot_dimension_numbers():	CODE
LOW	third_party/xla/xla/mlir_hlo/tests/python/attributes.py	124	def test_gather_dimension_numbers():	CODE
6875 more matches not shown…

Self-Referential Comments548 hits · 1371 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ainers/ml_build/builder.devtoolset/build_devtoolset.sh	159	# Create the devtoolset libstdc++ linkerscript that links dynamically against	COMMENT
MEDIUM	…la/backends/cpu/benchmarks/e2e/gemma2/flax_2b/setup.sh	26	# Create a virtual environment	COMMENT
MEDIUM	…backends/cpu/benchmarks/e2e/gemma2/pytorch_2b/setup.sh	27	# Create a virtual environment	COMMENT
MEDIUM	…arks/dma_microbenchmarks/chip_to_chip_dma_benchmark.py	35	# Create a mesh with 2 devices, each on a different chip.	COMMENT
MEDIUM	…y/xla/tools/ci_build/gpu_build/parallel_gpu_execute.sh	27	# This function is used below in rlocation to check that a path is absolute	COMMENT
MEDIUM	third_party/xla/build_tools/ci/parallel_gpu_execute.sh	27	# This function is used below in rlocation to check that a path is absolute	COMMENT
MEDIUM	…ird_party/xla/build_tools/rocm/parallel_gpu_execute.sh	36	# This function is used below in rlocation to check that a path is absolute	COMMENT
MEDIUM	…y/xla/.github/workflows/benchmarks/prepare_artifact.sh	26	# Create the directory HERE, inside this script, right before using it.	COMMENT
MEDIUM	tensorflow/dtensor/python/__init__.py	17	# This file is left empty intentionally.	COMMENT
MEDIUM	tensorflow/dtensor/python/tpu_util.py	193	# Create a one-time use mesh and layout just for merging core IDs.	COMMENT
MEDIUM	tensorflow/dtensor/python/tpu_util.py	780	# Create the mesh by manually specifying local_device_ids.	COMMENT
MEDIUM	…low/dtensor/python/tests/tpu_device_assignment_test.py	525	# Create a 4x8 mesh on a 4x4 DF slice, disallowing splitting hosts.	COMMENT
MEDIUM	…low/dtensor/python/tests/tpu_device_assignment_test.py	567	# Create a 4x8 mesh on a 4x4 DF slice with at most 2, 2, 1, 2 devices from	COMMENT
MEDIUM	…low/dtensor/python/tests/tpu_device_assignment_test.py	610	# Create a 4x8 mesh on a 4x4 DF slice, allowing splitting hosts.	COMMENT
MEDIUM	…low/dtensor/python/tests/tpu_device_assignment_test.py	652	# Create a 2x64 mesh on a 4x4x4 PF slice, allowing splitting hosts.	COMMENT
MEDIUM	…sorflow/dtensor/python/tests/multi_client_test_util.py	143	# The following function call never returns.	COMMENT
MEDIUM	tensorflow/dtensor/python/tests/rng_test.py	50	# Create a random local IDs to make tests more challenging.	COMMENT
MEDIUM	tensorflow/dtensor/python/tests/multi_client_test.py	84	# Initialize DTensor variables.	COMMENT
MEDIUM	tensorflow/dtensor/python/tests/collective_test.py	252	# Create a 2x4 batch-sharded d-tensor, with batch IDs in its first column	COMMENT
MEDIUM	tensorflow/dtensor/python/tests/collective_test.py	259	# Create a 4x4 y-sharded d-tensor filled with ones.	COMMENT
MEDIUM	tensorflow/dtensor/python/tests/mnist_test.py	134	# Initialize DTensor variables.	COMMENT
MEDIUM	…w/dtensor/python/tests/multi_client_input_util_test.py	515	# Create a mesh on the main test process. The tensor components returned	COMMENT
MEDIUM	tensorflow/tools/compatibility/ast_edits.py	866	"""This class represents an analysis result and how it should be logged.	STRING
MEDIUM	tensorflow/tools/compatibility/ast_edits.py	1143	# Create a link to the new location of the target file	COMMENT
MEDIUM	tensorflow/tools/proto_splitter/split_graph_def.py	237	# Create a new GraphDef chunk if the current list of nodes is too large.	COMMENT
MEDIUM	tensorflow/tools/proto_splitter/python/saved_model.py	44	# Create a chunk for the GraphDef, and ensure the GraphDef is merged in	COMMENT
MEDIUM	…nsorflow/tools/ci_build/devtoolset/build_devtoolset.sh	159	# Create the devtoolset libstdc++ linkerscript that links dynamically against	COMMENT
MEDIUM	…ow/tools/ci_build/linux/mkl/install_openmpi_horovod.sh	46	# Create a wrapper for OpenMPI to allow running as root by default	COMMENT
MEDIUM	tensorflow/tools/ci_build/windows/bazel/cpu_win_test.sh	186	# Define the batch script content	COMMENT
MEDIUM	…rflow/tools/ci_build/gpu_build/parallel_gpu_execute.sh	27	# This function is used below in rlocation to check that a path is absolute	COMMENT
MEDIUM	tensorflow/tools/test/upload_test_benchmarks.py	154	# Create the Test Entity containing all the test information as a	COMMENT
MEDIUM	…ls/tensorflow_builder/compat_checker/compat_checker.py	439	# Create a _Reqs() instance for each rule and store it under	COMMENT
MEDIUM	…ild_dockerfiles/builder.devtoolset/build_devtoolset.sh	159	# Create the devtoolset libstdc++ linkerscript that links dynamically against	COMMENT
MEDIUM	…orflow/tools/api/lib/python_object_to_proto_visitor.py	419	# Create a module object.	COMMENT
MEDIUM	…/tools/graph_transforms/python/transform_graph_test.py	51	# Create an add that has two constants as inputs.	COMMENT
MEDIUM	…/tools/graph_transforms/python/transform_graph_test.py	59	# Create a relu that reads from the add.	COMMENT
MEDIUM	tensorflow/core/function/transform/transform.py	222	# Create a new FuncGraph from the modified FunctionDef.	COMMENT
MEDIUM	…core/tfrt/saved_model/tests/gen_hash_table_asset_v1.py	59	# Create the graph	COMMENT
MEDIUM	…core/tfrt/saved_model/tests/gen_sparse_tensor_input.py	41	# Create the graph	COMMENT
MEDIUM	tensorflow/core/tfrt/saved_model/tests/gen_pow.py	40	# Create the graph	COMMENT
MEDIUM	tensorflow/core/tfrt/saved_model/tests/gen_error_v1.py	39	# Create the graph	COMMENT
MEDIUM	…flow/core/tfrt/saved_model/tests/gen_saved_model_v1.py	42	# Create the graph	COMMENT
MEDIUM	…re/tfrt/saved_model/tests/gen_ref_type_tensor_input.py	42	# Create the graph	COMMENT
MEDIUM	…/core/tfrt/saved_model/tests/gen_resource_gather_v1.py	40	# Create the graph	COMMENT
MEDIUM	…w/core/tfrt/saved_model/tests/gen_dtype_coverage_v1.py	39	# Create the graph	COMMENT
MEDIUM	tensorflow/core/tfrt/saved_model/tests/gen_while_v1.py	42	# Create the graph	COMMENT
MEDIUM	tensorflow/core/tfrt/saved_model/tests/gen_if_v1.py	44	# Create the graph	COMMENT
MEDIUM	…untime_fallback/test/saved_model/gen_saved_model_v1.py	42	# Create the graph	COMMENT
MEDIUM	tensorflow/python/__init__.py	18	# This file is imported whenever TensorFlow is imported.	COMMENT
MEDIUM	tensorflow/python/autograph/operators/__init__.py	15	"""This module implements operators that AutoGraph overloads.	STRING
MEDIUM	…rflow/python/autograph/converters/control_flow_test.py	305	# This class is ok to be in a tf.while's state.	COMMENT
MEDIUM	tensorflow/python/autograph/pyct/parser.py	247	# This method is more robust that just calling inspect.getsource(mod), as it	COMMENT
MEDIUM	tensorflow/python/autograph/pyct/origin_info_test.py	57	# Creating a source map with the source code as output will create	STRING
MEDIUM	tensorflow/python/keras/backend.py	168	# The below functions are kept accessible from backend for compatibility.	COMMENT
MEDIUM	tensorflow/python/keras/backend.py	310	# Create the learning phase placeholder in graph using the default factory.	COMMENT
MEDIUM	tensorflow/python/keras/models.py	422	# Create a test Sequential model.	STRING
MEDIUM	tensorflow/python/keras/models.py	428	# Create a copy of the test model (with freshly initialized weights).	STRING
MEDIUM	tensorflow/python/keras/layers/recurrent.py	2545	# Create a layer composed sequentially of the peephole LSTM cells.	STRING
MEDIUM	tensorflow/python/keras/utils/metrics_utils.py	171	# Creating a wrapper for merge_fn. merge_call invokes the given merge_fn	COMMENT
MEDIUM	…ython/keras/distribute/distribute_coordinator_utils.py	364	# This method is not thread-safe.	COMMENT
488 more matches not shown…

Hallucination Indicators127 hits · 1355 pts

Severity	File	Line	Snippet	Context
CRITICAL	RELEASE.md	845	* Remove the `tf.keras.dtensor.experimental.layout_map_scope()`. You can user the `tf.keras.dtensor.experimental.Layou	COMMENT
CRITICAL	RELEASE.md	2987	tf.distribute.experimental.rpc.Server.create("grpc", "127.0.0.1:1234")	CODE
CRITICAL	RELEASE.md	2995	tf.distribute.experimental.rpc.Client.create("grpc", address) a =	CODE
CRITICAL	…rty/xla/xla/backends/gpu/tests/gpu_pjrt_codegen_test.h	114	return "void @llvm.nvvm.barrier.cta.sync.aligned.all(i32 0)";	CODE
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	520	"tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, "	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	529	"tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, "	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	539	"tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, "	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	549	"tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, "	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	585	"tf.compat.v1.keras.initializers.VarianceScaling(scale=2.0, "	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	594	"tf.compat.v1.keras.initializers.VarianceScaling(scale=2.0, "	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	603	"tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0)\n",	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	611	"tf.compat.v1.keras.initializers.VarianceScaling(12.0, "	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	1764	expected_text = ("tf.compat.v1.keras.initializers.VarianceScaling("	STRING
CRITICAL⚡	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	1770	expected_text = ("tf.compat.v1.keras.initializers.VarianceScaling("	STRING
CRITICAL	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	560	"tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, "	STRING
CRITICAL	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	572	"tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, "	STRING
CRITICAL	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	1043	"tf.compat.v1.keras.experimental.export_saved_model(model, "	STRING
CRITICAL	tensorflow/tools/compatibility/tf_upgrade_v2.py	808	"tf.compat.v2.summary.experimental.write_raw_pb() which also accepts "	CODE
CRITICAL	tensorflow/tools/compatibility/tf_upgrade_v2.py	2056	tf.compat.v1.keras.initializers.VarianceScaling(	STRING
CRITICAL	tensorflow/tools/compatibility/tf_upgrade_v2.py	2086	tf.compat.v1.keras.initializers.VarianceScaling(	STRING
CRITICAL	tensorflow/tools/compatibility/tf_upgrade_v2.py	2166	tf.compat.v1.keras.initializers.VarianceScaling(	STRING
CRITICAL	tensorflow/python/keras/mixed_precision/policy.py	118	casting behavior with `tf.compat.v1.keras.layers.enable_v2_dtype_behavior()`.	STRING
CRITICAL	tensorflow/python/keras/mixed_precision/policy.py	497	'"tf.compat.v1.keras.layers.enable_v2_dtype_behavior()"')	CODE
CRITICAL	…w/python/keras/mixed_precision/loss_scale_optimizer.py	924	>>> loss_scale = tf.compat.v1.mixed_precision.experimental.DynamicLossScale(	STRING
CRITICAL	tensorflow/python/keras/legacy_tf_layers/base.py	65	self.rnn = tf.compat.v1.nn.rnn_cell.MultiRNNCell(	STRING
CRITICAL	tensorflow/python/keras/legacy_tf_layers/base.py	66	[tf.compat.v1.nn.rnn_cell.LSTMCell(64) for _ in range(2)])	STRING
CRITICAL⚡	tensorflow/python/keras/engine/base_layer.py	2906	self.__class__._call_full_argspec.fget.cache.pop(self, None)	CODE
CRITICAL⚡	tensorflow/python/keras/engine/base_layer.py	2907	self.__class__._call_fn_args.fget.cache.pop(self, None)	CODE
CRITICAL⚡	tensorflow/python/keras/engine/base_layer.py	2908	self.__class__._call_accepts_kwargs.fget.cache.pop(self, None)	CODE
CRITICAL	…orflow/python/keras/engine/base_preprocessing_layer.py	199	>>> layer = tf.keras.layers.experimental.preprocessing.Normalization(	STRING
CRITICAL	…orflow/python/keras/engine/base_preprocessing_layer.py	212	>>> layer = tf.keras.layers.experimental.preprocessing.Normalization(	STRING
CRITICAL⚡	tensorflow/python/keras/engine/base_layer_v1.py	2280	self.__class__._call_full_argspec.fget.cache.pop(self, None)	CODE
CRITICAL⚡	tensorflow/python/keras/engine/base_layer_v1.py	2281	self.__class__._call_fn_args.fget.cache.pop(self, None)	CODE
CRITICAL⚡	tensorflow/python/keras/engine/base_layer_v1.py	2282	self.__class__._call_accepts_kwargs.fget.cache.pop(self, None)	CODE
CRITICAL	tensorflow/python/saved_model/loader_impl.py	334	tf.compat.v1.saved_model.loader.load(sess, ["foo-tag"], export_dir)	STRING
CRITICAL	tensorflow/python/saved_model/loader.py	36	builder = tf.compat.v1.saved_model.builder.SavedModelBuilder(export_dir)	STRING
CRITICAL	tensorflow/python/saved_model/loader.py	56	tf.compat.v1.saved_model.loader.load(sess, ["foo-tag"], export_dir)	STRING
CRITICAL	tensorflow/python/saved_model/method_name_updater.py	41	updater = tf.compat.v1.saved_model.signature_def_utils.MethodNameUpdater(	STRING
CRITICAL	tensorflow/python/training/saver.py	702	To replace, `tf.compat.v1.train.Saver.save(write_meta_graph=True)`, use	STRING
CRITICAL	tensorflow/python/distribute/distribute_lib.py	770	self._context.strategy.extended._lazy_variable_tracker.initialize_all()	CODE
CRITICAL	…nsorflow/python/distribute/experimental/rpc/rpc_ops.py	84	>>> server = tf.distribute.experimental.rpc.Server.create("grpc", address)	STRING
CRITICAL	…nsorflow/python/distribute/experimental/rpc/rpc_ops.py	179	>>> server = tf.distribute.experimental.rpc.Server.create("grpc", address)	STRING
CRITICAL	…nsorflow/python/distribute/experimental/rpc/rpc_ops.py	184	>>> client = tf.distribute.experimental.rpc.Client.create("grpc",	STRING
CRITICAL	tensorflow/python/distribute/coordinator/values.py	160	`tf.distribute.experimental.coordinator.ClusterCoordinator.schedule()`, the	STRING
CRITICAL	tensorflow/python/ops/init_ops.py	192	>>> initializer = tf.compat.v1.keras.initializers.ones()	STRING
CRITICAL	tensorflow/python/ops/rnn.py	525	rnn_cell = tf.compat.v1.nn.rnn_cell.BasicRNNCell(hidden_size)	STRING
CRITICAL	tensorflow/python/ops/rnn.py	540	rnn_layers = [tf.compat.v1.nn.rnn_cell.LSTMCell(size) for size in [128, 256]]	STRING
CRITICAL	tensorflow/python/ops/rnn.py	543	multi_rnn_cell = tf.compat.v1.nn.rnn_cell.MultiRNNCell(rnn_layers)	STRING
CRITICAL	tensorflow/python/ops/rnn.py	643	rnn_layers = [tf.compat.v1.nn.rnn_cell.LSTMCell(size) for size in [128, 256]]	STRING
CRITICAL	tensorflow/python/ops/rnn.py	646	multi_rnn_cell = tf.compat.v1.nn.rnn_cell.MultiRNNCell(rnn_layers)	STRING
CRITICAL	tensorflow/python/ops/rnn.py	1044	cell = tf.compat.v1.nn.rnn_cell.LSTMCell(num_units)	STRING
CRITICAL	…flow/python/eager/benchmarks/resnet50/resnet50_test.py	197	tf.compat.v2.summary.experimental.set_step(	CODE
CRITICAL	tensorflow/security/advisory/tfsa-2021-161.md	28	converter = tf.compat.v1.lite.TFLiteConverter.from_session(sess, [params, indices], [out])	CODE
CRITICAL⚡	tensorflow/lite/g3doc/r1/convert/python_api.md	9	* `tf.compat.v1.lite.TFLiteConverter.from_saved_model()`: Converts a	COMMENT
CRITICAL⚡	tensorflow/lite/g3doc/r1/convert/python_api.md	11	* `tf.compat.v1.lite.TFLiteConverter.from_keras_model_file()`: Converts a	COMMENT
CRITICAL⚡	tensorflow/lite/g3doc/r1/convert/python_api.md	13	* `tf.compat.v1.lite.TFLiteConverter.from_session()`: Converts a GraphDef from	COMMENT
CRITICAL⚡	tensorflow/lite/g3doc/r1/convert/python_api.md	15	* `tf.compat.v1.lite.TFLiteConverter.from_frozen_graph()`: Converts a Frozen	COMMENT
CRITICAL	tensorflow/lite/g3doc/r1/convert/python_api.md	37	converter = tf.compat.v1.lite.TFLiteConverter.from_saved_model(saved_model_dir)	CODE
CRITICAL	tensorflow/lite/g3doc/r1/convert/python_api.md	55	converter = tf.compat.v1.lite.TFLiteConverter.from_keras_model_file('keras_model.h5')	CODE
CRITICAL	tensorflow/lite/g3doc/r1/convert/python_api.md	90	converter = tf.compat.v1.lite.TFLiteConverter.from_keras_model_file(keras_file)	CODE
67 more matches not shown…

Deep Nesting1533 hits · 1312 pts

Severity	File	Line	Context
LOW	configure.py	258	CODE
LOW	configure.py	272	CODE
LOW	configure.py	989	CODE
LOW	configure.py	1092	CODE
LOW	configure.py	1207	CODE
LOW	ci/official/utilities/extract_resultstore_links.py	73	CODE
LOW	third_party/xla/xla/sh_test_with_runfiles.py	25	CODE
LOW	third_party/xla/xla/python/xla_hlo_test.py	30	CODE
LOW	third_party/xla/xla/python/xla_hlo_test.py	246	CODE
LOW	third_party/xla/xla/python/xla_hlo_test.py	459	CODE
LOW	third_party/xla/xla/python/xla_hlo_test.py	510	CODE
LOW	…arty/xla/xla/tsl/lib/io/zip_writer_integration_test.py	27	CODE
LOW	…xla/xla/backends/cpu/benchmarks/e2e/keras/benchmark.py	110	CODE
LOW	…rty/xla/xla/tests/generate_complex_unary_op_samples.py	53	CODE
LOW	…rd_party/xla/xla/hlo/tools/generate_hlo_test_checks.py	300	CODE
LOW	third_party/xla/xla/benchmarks/benchmark_configs.py	57	CODE
LOW	…a/benchmarks/jax_microbenchmarks/jax_profiler_utils.py	81	CODE
LOW	third_party/xla/xla/benchmarks/core/benchmark.py	125	CODE
LOW	third_party/xla/xla/benchmarks/core/flag_utils.py	53	CODE
LOW	third_party/xla/xla/benchmarks/core/flag_utils.py	118	CODE
LOW	…/xla/xla/benchmarks/dma_microbenchmarks/memory_base.py	66	CODE
LOW	…la/xla/benchmarks/collectives/collectives_benchmark.py	146	CODE
LOW	…party/xla/xla/service/fusion_explorer/viewer_server.py	159	CODE
LOW	…party/xla/xla/service/fusion_explorer/viewer_server.py	43	CODE
LOW	…la/third_party/py/setup_py_nvidia_dependencies_util.py	46	CODE
LOW	…d_party/xla/third_party/mkl_dnn/gen_gpu_kernel_list.py	133	CODE
LOW	third_party/xla/third_party/gpus/find_cuda_config.py	223	CODE
LOW	third_party/xla/build_tools/lint/check_dwyu.py	165	CODE
LOW	third_party/xla/build_tools/configure/configure.py	319	CODE
LOW	third_party/xla/build_tools/ci/build.py	958	CODE
LOW	third_party/xla/build_tools/ci/bazel_diff.py	304	CODE
LOW	third_party/xla/build_tools/ci/bazel_diff.py	433	CODE
LOW	third_party/xla/build_tools/ci/clang_tidy_diff.py	307	CODE
LOW	third_party/xla/build_tools/ci/clang_tidy_diff.py	351	CODE
LOW	tensorflow/dtensor/python/accelerator_util.py	45	CODE
LOW	tensorflow/dtensor/python/api.py	38	CODE
LOW	tensorflow/dtensor/python/d_variable.py	152	CODE
LOW	tensorflow/dtensor/python/d_checkpoint.py	59	CODE
LOW	tensorflow/dtensor/python/d_checkpoint.py	107	CODE
LOW	tensorflow/dtensor/python/d_checkpoint.py	315	CODE
LOW	tensorflow/dtensor/python/d_checkpoint.py	416	CODE
LOW	tensorflow/dtensor/python/tpu_util.py	326	CODE
LOW	tensorflow/dtensor/python/tests/rng_test.py	358	CODE
LOW	tensorflow/dtensor/python/tests/test_util.py	232	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	192	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	252	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	198	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2_test.py	276	CODE
LOW	tensorflow/tools/compatibility/ast_edits.py	37	CODE
LOW	tensorflow/tools/compatibility/ast_edits.py	694	CODE
LOW	tensorflow/tools/compatibility/ast_edits.py	41	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1573	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1850	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	2395	CODE
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	2451	CODE
LOW	tensorflow/tools/compatibility/ipynb.py	99	CODE
LOW	…/tools/compatibility/update/generate_v2_renames_map.py	90	CODE
LOW	tensorflow/tools/benchmark/parse_onednn_benchmarks.py	41	CODE
LOW	tensorflow/tools/proto_splitter/util.py	93	CODE
LOW	tensorflow/tools/ci_build/copy_binary.py	46	CODE
1473 more matches not shown…

Cross-File Repetition250 hits · 1250 pts

Severity	File	Line	Snippet	Context
HIGH	…odegen/intrinsic/accuracy/generate_golden_baselines.py	0	/* copyright 2022 the tensorflow authors. all rights reserved. licensed under the apache license, version 2.0 (the "lice	STRING
HIGH	…rd_party/xla/xla/hlo/builder/lib/generate_math_impl.py	0	/* copyright 2022 the tensorflow authors. all rights reserved. licensed under the apache license, version 2.0 (the "lice	STRING
HIGH	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	0	/* copyright 2022 the tensorflow authors. all rights reserved. licensed under the apache license, version 2.0 (the "lice	STRING
HIGH	…eleration/compatibility/convert_binary_to_cc_source.py	0	/* copyright 2022 the tensorflow authors. all rights reserved. licensed under the apache license, version 2.0 (the "lice	STRING
HIGH	tensorflow/lite/python/util.py	0	/* copyright 2022 the tensorflow authors. all rights reserved. licensed under the apache license, version 2.0 (the "lice	STRING
HIGH	…ntization/tensorflow/gen_quantized_function_library.py	0	/* copyright 2022 the tensorflow authors. all rights reserved. licensed under the apache license, version 2.0 (the "lice	STRING
HIGH	tensorflow/compat_template_v1.__init__.py	0	bring in all of the public tensorflow interface into this module.	STRING
HIGH	tensorflow/compat_template.__init__.py	0	bring in all of the public tensorflow interface into this module.	STRING
HIGH	tensorflow/api_template_v1.__init__.py	0	bring in all of the public tensorflow interface into this module.	STRING
HIGH	tensorflow/tools/compatibility/tf_upgrade.py	0	list of maps that describe what changed in the api.	STRING
HIGH	tensorflow/tools/compatibility/tf_upgrade_v2_safety.py	0	list of maps that describe what changed in the api.	STRING
HIGH	tensorflow/tools/compatibility/tf_upgrade_v2.py	0	list of maps that describe what changed in the api.	STRING
HIGH	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	0	returns a sensible default tolerance for comparing results of a given type. args: dtype: a datatype.	STRING
HIGH	…sorflow/python/kernel_tests/math_ops/cwise_ops_test.py	0	returns a sensible default tolerance for comparing results of a given type. args: dtype: a datatype.	STRING
HIGH	…w/python/kernel_tests/math_ops/cwise_ops_unary_test.py	0	returns a sensible default tolerance for comparing results of a given type. args: dtype: a datatype.	STRING
HIGH	…/python/kernel_tests/math_ops/cwise_ops_binary_test.py	0	returns a sensible default tolerance for comparing results of a given type. args: dtype: a datatype.	STRING
HIGH	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	0	get all the valid tests configs to run. returns: all the valid test configs as tuples of data_format and use_gpu.	STRING
HIGH	tensorflow/python/kernel_tests/nn_ops/conv_ops_test.py	0	get all the valid tests configs to run. returns: all the valid test configs as tuples of data_format and use_gpu.	STRING
HIGH	…flow/python/kernel_tests/nn_ops/pooling_ops_3d_test.py	0	get all the valid tests configs to run. returns: all the valid test configs as tuples of data_format and use_gpu.	STRING
HIGH	…sorflow/python/kernel_tests/nn_ops/conv_ops_3d_test.py	0	get all the valid tests configs to run. returns: all the valid test configs as tuples of data_format and use_gpu.	STRING
HIGH	tensorflow/tools/test/system_info_lib.py	0	library for getting system information during tensorflow tests.	STRING
HIGH	tensorflow/tools/test/system_info.py	0	library for getting system information during tensorflow tests.	STRING
HIGH	tensorflow/tools/test/gpu_info_lib.py	0	library for getting system information during tensorflow tests.	STRING
HIGH	tensorflow/tools/test/run_and_gather_logs_lib.py	0	library for getting system information during tensorflow tests.	STRING
HIGH	…core/tfrt/saved_model/tests/gen_sparse_tensor_input.py	0	generates a saved model with tf.pow to trigger placer and grappler.	STRING
HIGH	tensorflow/core/tfrt/saved_model/tests/gen_pow.py	0	generates a saved model with tf.pow to trigger placer and grappler.	STRING
HIGH	…re/tfrt/saved_model/tests/gen_ref_type_tensor_input.py	0	generates a saved model with tf.pow to trigger placer and grappler.	STRING
HIGH	tensorflow/python/keras/layers/rnn_cell_wrapper_v2.py	0	operator adding dropout to inputs and outputs of the given cell.	STRING
HIGH	…ython/keras/layers/legacy_rnn/rnn_cell_wrapper_impl.py	0	operator adding dropout to inputs and outputs of the given cell.	STRING
HIGH	…orflow/python/keras/layers/legacy_rnn/rnn_cell_impl.py	0	operator adding dropout to inputs and outputs of the given cell.	STRING
HIGH	tensorflow/python/keras/layers/rnn_cell_wrapper_v2.py	0	rnncell wrapper that ensures cell inputs are added to the outputs.	STRING
HIGH	…ython/keras/layers/legacy_rnn/rnn_cell_wrapper_impl.py	0	rnncell wrapper that ensures cell inputs are added to the outputs.	STRING
HIGH	…orflow/python/keras/layers/legacy_rnn/rnn_cell_impl.py	0	rnncell wrapper that ensures cell inputs are added to the outputs.	STRING
HIGH	…flow/python/keras/mixed_precision/autocast_variable.py	0	pass resource_variable_ops.is_resource_variable check.	STRING
HIGH	tensorflow/python/distribute/values.py	0	pass resource_variable_ops.is_resource_variable check.	STRING
HIGH	tensorflow/python/distribute/ps_values.py	0	pass resource_variable_ops.is_resource_variable check.	STRING
HIGH	tensorflow/python/distribute/sharded_variable.py	0	pass resource_variable_ops.is_resource_variable check.	STRING
HIGH	tensorflow/python/keras/utils/control_flow_util.py	0	return either `true_fn()` if predicate `pred` is true else `false_fn()`. if `pred` is a bool or has a constant value, we	STRING
HIGH	tensorflow/python/layers/utils.py	0	return either `true_fn()` if predicate `pred` is true else `false_fn()`. if `pred` is a bool or has a constant value, we	STRING
HIGH	tensorflow/python/framework/smart_cond.py	0	return either `true_fn()` if predicate `pred` is true else `false_fn()`. if `pred` is a bool or has a constant value, we	STRING
HIGH	tensorflow/python/keras/legacy_tf_layers/base.py	0	contains the base layer class, from which all layers inherit.	STRING
HIGH	tensorflow/python/keras/engine/base_layer.py	0	contains the base layer class, from which all layers inherit.	STRING
HIGH	tensorflow/python/keras/engine/base_layer_v1.py	0	contains the base layer class, from which all layers inherit.	STRING
HIGH	tensorflow/python/layers/base.py	0	contains the base layer class, from which all layers inherit.	STRING
HIGH	tensorflow/python/keras/engine/base_layer.py	0	retrieves the input tensor(s) of a layer. only applicable if the layer has exactly one input, i.e. if it is connected to	STRING
HIGH	tensorflow/python/keras/engine/functional.py	0	retrieves the input tensor(s) of a layer. only applicable if the layer has exactly one input, i.e. if it is connected to	STRING
HIGH	tensorflow/python/keras/engine/base_layer_v1.py	0	retrieves the input tensor(s) of a layer. only applicable if the layer has exactly one input, i.e. if it is connected to	STRING
HIGH	tensorflow/python/keras/engine/base_layer.py	0	retrieves the output tensor(s) of a layer. only applicable if the layer has exactly one output, i.e. if it is connected	STRING
HIGH	tensorflow/python/keras/engine/functional.py	0	retrieves the output tensor(s) of a layer. only applicable if the layer has exactly one output, i.e. if it is connected	STRING
HIGH	tensorflow/python/keras/engine/base_layer_v1.py	0	retrieves the output tensor(s) of a layer. only applicable if the layer has exactly one output, i.e. if it is connected	STRING
HIGH	tensorflow/python/keras/engine/base_layer.py	0	retrieves the input shape(s) of a layer. only applicable if the layer has exactly one input, i.e. if it is connected to	STRING
HIGH	tensorflow/python/keras/engine/functional.py	0	retrieves the input shape(s) of a layer. only applicable if the layer has exactly one input, i.e. if it is connected to	STRING
HIGH	tensorflow/python/keras/engine/base_layer_v1.py	0	retrieves the input shape(s) of a layer. only applicable if the layer has exactly one input, i.e. if it is connected to	STRING
HIGH	tensorflow/python/keras/engine/base_layer.py	0	retrieves the output shape(s) of a layer. only applicable if the layer has one output, or if all outputs have the same s	STRING
HIGH	tensorflow/python/keras/engine/functional.py	0	retrieves the output shape(s) of a layer. only applicable if the layer has one output, or if all outputs have the same s	STRING
HIGH	tensorflow/python/keras/engine/base_layer_v1.py	0	retrieves the output shape(s) of a layer. only applicable if the layer has one output, or if all outputs have the same s	STRING
HIGH	tensorflow/python/keras/initializers/initializers_v2.py	0	returns the configuration of the initializer as a json-serializable dict. returns: a json-serializable python dict.	STRING
HIGH	tensorflow/python/ops/init_ops.py	0	returns the configuration of the initializer as a json-serializable dict. returns: a json-serializable python dict.	STRING
HIGH	tensorflow/python/ops/init_ops_v2.py	0	returns the configuration of the initializer as a json-serializable dict. returns: a json-serializable python dict.	STRING
HIGH	tensorflow/python/keras/initializers/initializers_v2.py	0	validate and return floating point type based on `dtype`. `dtype` must be a floating point type. args: dtype: the data t	STRING
190 more matches not shown…

Unused Imports1498 hits · 1162 pts

Severity	File	Line	Context
LOW	third_party/xla/xla/python/xla_client.py	24	CODE
LOW	third_party/xla/xla/python/xla_client.py	34	CODE
LOW	third_party/xla/xla/python/xla_client.py	36	CODE
LOW	third_party/xla/xla/python/xla_client.py	37	CODE
LOW	third_party/xla/xla/python/xla_extension.py	18	CODE
LOW	third_party/xla/xla/python/xla_extension.py	20	CODE
LOW	third_party/xla/xla/mlir_hlo/tests/python/smoketest.py	19	CODE
LOW	third_party/xla/xla/mlir_hlo/tests/python/smoketest.py	20	CODE
LOW	…xla/xla/mlir_hlo/bindings/python/mlir/dialects/mhlo.py	19	CODE
LOW	…xla/xla/mlir_hlo/bindings/python/mlir/dialects/mhlo.py	20	CODE
LOW	…rd_party/xla/xla/hlo/tools/generate_hlo_test_checks.py	91	CODE
LOW	third_party/xla/build_tools/ci/clang_tidy_diff.py	25	CODE
LOW	tensorflow/api_template.__init__.py	40	CODE
LOW	tensorflow/api_template.__init__.py	95	CODE
LOW	tensorflow/api_template.__init__.py	70	CODE
LOW	tensorflow/__init__.py	20	CODE
LOW	tensorflow/virtual_root_template_v2.__init__.py	87	CODE
LOW	tensorflow/api_template_v1.__init__.py	25	CODE
LOW	tensorflow/api_template_v1.__init__.py	141	CODE
LOW	tensorflow/api_template_v1.__init__.py	70	CODE
LOW	tensorflow/virtual_root_template_v1.__init__.py	89	CODE
LOW	tensorflow/dtensor/python/tests/test_util.py	34	CODE
LOW	tensorflow/dtensor/python/tests/test_util.py	36	CODE
LOW	tensorflow/dtensor/python/tests/test_util.py	37	CODE
LOW	tensorflow/dtensor/python/tests/test_util.py	38	CODE
LOW	tensorflow/dtensor/python/tests/test_util.py	39	CODE
LOW	…tools/compatibility/update/generate_v2_reorders_map.py	26	CODE
LOW	…/tools/compatibility/update/generate_v2_renames_map.py	29	CODE
LOW	…/tools/compatibility/update/generate_v2_renames_map.py	30	CODE
LOW	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	26	CODE
LOW	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	27	CODE
LOW	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	28	CODE
LOW	tensorflow/tools/test/run_and_gather_logs.py	39	CODE
LOW	tensorflow/tools/test/run_and_gather_logs.py	40	CODE
LOW	tensorflow/tools/api/tests/api_compatibility_test.py	48	CODE
LOW	tensorflow/core/config/flags.py	18	CODE
LOW	…sorflow/core/function/runtime_client/runtime_client.py	18	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	28	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	29	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	30	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	31	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	32	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	33	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	34	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	35	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	36	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	37	CODE
LOW	tensorflow/core/function/trace_type/__init__.py	38	CODE
LOW	tensorflow/core/function/testing/test_pass.py	18	CODE
LOW	tensorflow/python/pywrap_sanitizers.py	18	CODE
LOW	tensorflow/python/pywrap_sanitizers.py	19	CODE
LOW	tensorflow/python/pywrap_tfe_monitoring_reader.py	24	CODE
LOW	tensorflow/python/modules_with_exports.py	25	CODE
LOW	tensorflow/python/modules_with_exports.py	26	CODE
LOW	tensorflow/python/modules_with_exports.py	27	CODE
LOW	tensorflow/python/modules_with_exports.py	28	CODE
LOW	tensorflow/python/modules_with_exports.py	29	CODE
LOW	tensorflow/python/modules_with_exports.py	30	CODE
LOW	tensorflow/python/modules_with_exports.py	31	CODE
LOW	tensorflow/python/modules_with_exports.py	32	CODE
1438 more matches not shown…

Empty Error Handlers230 hits · 1118 pts

Severity	File	Line	Snippet	Context
HIGH	third_party/xla/xla/sh_test_with_runfiles.py	109	except FileNotFoundError:	CODE
HIGH	third_party/xla/xla/sh_test_with_runfiles.py	51	except FileExistsError:	CODE
HIGH	…ols/buffer_debug_log/check_thunk_output_consistency.py	37	except message.DecodeError:	CODE
HIGH	…odegen/intrinsic/accuracy/generate_golden_baselines.py	145	except ValueError:	CODE
HIGH	…a/benchmarks/jax_microbenchmarks/jax_profiler_utils.py	122	except ValueError:	CODE
HIGH	…party/xla/xla/service/fusion_explorer/viewer_server.py	201	except webbrowser.Error:	CODE
HIGH	…party/xla/xla/service/fusion_explorer/viewer_server.py	214	except KeyboardInterrupt:	CODE
HIGH	…party/xla/xla/service/fusion_explorer/viewer_server.py	66	except sqlite3.OperationalError:	CODE
HIGH	tensorflow/api_template.__init__.py	164	except (ImportError, AttributeError):	CODE
HIGH	tensorflow/api_template.__init__.py	176	except NameError:	CODE
HIGH	tensorflow/api_template.__init__.py	180	except NameError:	CODE
HIGH	tensorflow/api_template.__init__.py	184	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v2.__init__.py	94	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v2.__init__.py	99	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v2.__init__.py	104	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v2.__init__.py	109	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v2.__init__.py	114	except NameError:	CODE
HIGH	tensorflow/api_template_v1.__init__.py	195	except NameError:	CODE
HIGH	tensorflow/api_template_v1.__init__.py	199	except NameError:	CODE
HIGH	tensorflow/api_template_v1.__init__.py	203	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v1.__init__.py	101	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v1.__init__.py	106	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v1.__init__.py	111	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v1.__init__.py	116	except NameError:	CODE
HIGH	tensorflow/virtual_root_template_v1.__init__.py	121	except NameError:	CODE
HIGH	…/tools/compatibility/update/generate_v2_renames_map.py	101	except: # pylint: disable=bare-except	CODE
HIGH	tensorflow/tools/test/system_info_lib.py	84	except errors.OpError:	CODE
HIGH	tensorflow/tools/test/system_info_lib.py	112	except errors.OpError:	CODE
HIGH	tensorflow/tools/test/gpu_info_lib.py	171	except (IOError, ValueError, errors.OpError):	CODE
HIGH	tensorflow/tools/test/run_and_gather_logs_lib.py	188	except OSError:	CODE
HIGH	tensorflow/tools/docs/generate2.py	119	except AttributeError:	CODE
HIGH	tensorflow/tools/docs/generate2.py	270	except AttributeError:	CODE
HIGH	tensorflow/tools/docs/generate2.py	236	except AttributeError:	CODE
HIGH	tensorflow/tools/docs/tf_doctest.py	68	except (AttributeError, ImportError):	CODE
HIGH	…orflow/tools/api/lib/python_object_to_proto_visitor.py	402	except ValueError:	CODE
HIGH	tensorflow/core/function/capture/restore_captures.py	114	except ValueError:	CODE
HIGH	tensorflow/python/pywrap_tensorflow.py	81	except ModuleNotFoundError:	CODE
HIGH	tensorflow/python/pywrap_tensorflow.py	93	except (ImportError, RuntimeError, OSError):	CODE
HIGH	tensorflow/python/autograph/impl/conversion.py	225	except TypeError:	CODE
HIGH	tensorflow/python/autograph/operators/py_builtins.py	55	except LookupError:	CODE
HIGH	tensorflow/python/autograph/tests/early_return_test.py	152	except ValueError:	CODE
HIGH	tensorflow/python/autograph/tests/early_return_test.py	162	except ValueError:	CODE
HIGH	…orflow/python/autograph/tests/loop_distributed_test.py	113	except StopIteration:	CODE
HIGH	tensorflow/python/autograph/tests/datasets_test.py	147	except StopIteration:	CODE
HIGH	…low/python/autograph/tests/nested_control_flow_test.py	67	except ValueError:	CODE
HIGH	tensorflow/python/autograph/pyct/inspect_utils.py	152	except ValueError:	CODE
HIGH	tensorflow/python/autograph/pyct/parser.py	71	except tokenize.TokenError:	CODE
HIGH	tensorflow/python/autograph/pyct/transpiler.py	390	except NotImplementedError:	CODE
HIGH	…python/autograph/pyct/static_analysis/liveness_test.py	80	except: # pylint:disable=bare-except	CODE
HIGH	…python/autograph/pyct/static_analysis/liveness_test.py	360	except: # pylint:disable=bare-except	CODE
HIGH	…python/autograph/pyct/static_analysis/liveness_test.py	377	except: # pylint:disable=bare-except	CODE
HIGH	…raph/pyct/static_analysis/reaching_definitions_test.py	109	except: # pylint:disable=bare-except	CODE
HIGH	…raph/pyct/static_analysis/reaching_definitions_test.py	127	except TestException: # pylint:disable=undefined-variable,unused-variable	CODE
HIGH	tensorflow/python/keras/backend.py	6257	except OSError:	CODE
HIGH	tensorflow/python/keras/backend.py	6272	except IOError:	CODE
HIGH	tensorflow/python/keras/layers/recurrent.py	562	except (ValueError, TypeError):	CODE
HIGH	tensorflow/python/keras/utils/generic_utils.py	303	except TypeError:	CODE
HIGH	tensorflow/python/keras/utils/data_utils.py	770	except queue.Empty:	CODE
HIGH	tensorflow/python/keras/utils/tf_inspect.py	25	except:	CODE
HIGH	tensorflow/python/keras/utils/tf_inspect.py	139	except TypeError:	CODE
170 more matches not shown…

AI Slop Vocabulary153 hits · 338 pts

Severity	File	Line	Snippet	Context
LOW	ci/official/any.sh	41	# Any request that includes "nightly_upload" should just use the	COMMENT
MEDIUM	third_party/xla/xla/pjrt/cpu/abstract_cpu_buffer.h	57	// robust by using setting the AsyncValue in the destructor.	COMMENT
MEDIUM	…/distributed/coordination/coordination_service_agent.h	181	// The agent does not need to be connected to utilize the key-value store.	COMMENT
MEDIUM	…a/pjrt/distributed/coordination/coordination_service.h	191	// connected to utilize the distributed key-value store.	COMMENT
MEDIUM	third_party/xla/xla/python_api/xla_literal_test.py	53	# To facilitate iteration over different test cases, we collect similar array	COMMENT
MEDIUM	third_party/xla/xla/tools/hlo_dump/hlo_lexer.h	32	// 2. The HTML dumper needs to be robust to malformed or partial HLO text	COMMENT
MEDIUM	…_party/xla/xla/python/ifrt_proxy/server/ifrt_backend.h	52	// service to interact with a variety of backend runtime system it can utilize.	COMMENT
MEDIUM	third_party/xla/xla/python/ifrt/client.h	177	// robust cleanup, it is strongly recommended to capture RAII objects in the	COMMENT
MEDIUM	…ird_party/xla/xla/python/ifrt/ir/program_interpreter.h	58	// 1. It allows us to leverage the static information available in the program	COMMENT
MEDIUM	third_party/xla/xla/tsl/framework/cancellation.h	124	// is robust to `callback` being invoked asynchronously (e.g. from	COMMENT
MEDIUM	third_party/xla/xla/tsl/lib/gtl/int_type.h	24	// other operations from other similar integer-like types. Essentially, the	COMMENT
MEDIUM	third_party/xla/xla/tsl/lib/gtl/int_type.h	133	// The following bad usage is permissible although discouraged. Essentially, it	COMMENT
MEDIUM	…uted_runtime/coordination/coordination_service_agent.h	191	// The agent does not need to be connected to utilize the key-value store.	COMMENT
MEDIUM	…istributed_runtime/coordination/coordination_service.h	191	// connected to utilize the distributed key-value store.	COMMENT
MEDIUM	third_party/xla/xla/backends/gpu/runtime/while_loop.h	49	// storage. Essentially we keep a thread local stack of `WhileLoopState` entries	COMMENT
MEDIUM	…ty/xla/xla/backends/gpu/transforms/conv_fp8_fallback.h	54	// rewriting the convolution earlier is not robust because inserted converts	COMMENT
MEDIUM	…arty/xla/xla/backends/gpu/transforms/splitk_rewriter.h	29	// Rewrites dot instructions that don't fully utilize cores but have a long K	COMMENT
MEDIUM	…xla/xla/hlo/tools/hlo_diff/matchers/gumgraph_matcher.h	49	// output types, ensuring seamless integration and compatibility within any	COMMENT
MEDIUM	third_party/xla/xla/service/compiler.h	196	// Note: The default implementation of the API here does not utilize the given	COMMENT
MEDIUM	third_party/xla/xla/service/hlo_runner_interface.h	238	// Note: The default implementation of the API here does not utilize the given	COMMENT
MEDIUM	third_party/xla/xla/service/hlo_runner_interface.h	263	// Note: The default implementation of the API here does not utilize the given	COMMENT
MEDIUM	third_party/xla/xla/service/batchnorm_expander.h	30	// big operation into smaller operations helps leverage our generic fusion	COMMENT
MEDIUM	third_party/xla/xla/service/local_service.h	39	// Service implementation that extends the XLA Service to leverage running	COMMENT
MEDIUM	third_party/xla/xla/service/hlo_graph_dumper.h	35	// Fundamentally all graphs are rendered using the DOT language, but they can be	COMMENT
MEDIUM	…/xla/xla/service/spmd/spmd_partitioner_util_internal.h	38	// NOTE: If provided sharding does not utilize all the partitions, we skip	COMMENT
MEDIUM	…arty/xla/xla/service/heap_simulator/allocation_block.h	75	// composed of slices. In such cases, the repacker can utilize	COMMENT
LOW	…y/xla/tools/ci_build/gpu_build/parallel_gpu_execute.sh	41	# If the file path is already fully specified, simply return it.	COMMENT
LOW	…y/xla/tools/ci_build/gpu_build/parallel_gpu_execute.sh	44	# If the file exists in the $TEST_SRCDIR then just use it.	COMMENT
LOW	third_party/xla/build_tools/ci/parallel_gpu_execute.sh	41	# If the file path is already fully specified, simply return it.	COMMENT
LOW	third_party/xla/build_tools/ci/parallel_gpu_execute.sh	44	# If the file exists in the $TEST_SRCDIR then just use it.	COMMENT
LOW	…ird_party/xla/build_tools/rocm/parallel_gpu_execute.sh	50	# If the file path is already fully specified, simply return it.	COMMENT
LOW	…ird_party/xla/build_tools/rocm/parallel_gpu_execute.sh	53	# If the file exists in the $TEST_SRCDIR then just use it.	COMMENT
LOW	tensorflow/dtensor/python/save_restore.py	206	# For now, we just use the current `internal` API and aim at migrating in	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1746	# the arg order if we just set them to 0.	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1832	# the arg order if we just set them to 0.	COMMENT
LOW	…rflow/tools/ci_build/gpu_build/parallel_gpu_execute.sh	41	# If the file path is already fully specified, simply return it.	COMMENT
LOW	…rflow/tools/ci_build/gpu_build/parallel_gpu_execute.sh	44	# If the file exists in the $TEST_SRCDIR then just use it.	COMMENT
MEDIUM	tensorflow/tools/lib_package/libtensorflow_test.sh	54	# are in DYLD_LIBRARY_PATH in the test harness for OS X.	COMMENT
MEDIUM	tensorflow/go/session_test.go	372	// nuanced conversion to C types.	COMMENT
MEDIUM	tensorflow/core/kernels/quantization_utils.h	552	// Return std::array instead of pointer to leverage return value optimization	COMMENT
MEDIUM	tensorflow/core/framework/collective.h	223	// Graphs which utilize Collective Ops in a common instance must	COMMENT
MEDIUM	…rflow/core/grappler/optimizers/graph_optimizer_stage.h	82	// make all updates in place. This helps to make robust node placement	COMMENT
LOW	tensorflow/python/autograph/converters/lists_test.py	91	# For now, we just pass a regular Python list of lists just to verify that	COMMENT
MEDIUM	tensorflow/python/autograph/pyct/inspect_utils.py	272	# namespace. This is inefficient but more robust a method.	COMMENT
MEDIUM	tensorflow/python/autograph/pyct/parser.py	247	# This method is more robust that just calling inspect.getsource(mod), as it	COMMENT
MEDIUM⚡	…/python/autograph/pyct/common_transformers/anf_test.py	413	a.b = c + d # Should be a.b = tmp? (Definitely not tmp = c + d)	CODE
MEDIUM⚡	…/python/autograph/pyct/common_transformers/anf_test.py	414	a[b] = c + d # Should be a[b] = tmp? (Definitely not tmp = c + d)	CODE
MEDIUM⚡	…/python/autograph/pyct/common_transformers/anf_test.py	415	a += c + d # Should be a += tmp? (Definitely not tmp = c + d)	CODE
MEDIUM	tensorflow/python/keras/backend.py	165	# We assume our devices don't change henceforth.	COMMENT
MEDIUM	tensorflow/python/keras/models.py	665	# Allows this method to be robust to switching graph and eager classes.	COMMENT
MEDIUM	tensorflow/python/keras/callbacks.py	1547	# use that as it is more robust than `os.path.getmtime()`.	COMMENT
LOW	tensorflow/python/keras/layers/core.py	1332	# (For standard layers users could just set `name` when creating the	COMMENT
LOW	tensorflow/python/keras/utils/generic_utils.py	328	# serialized this config. If so, just use that config. This will store an	COMMENT
LOW	tensorflow/python/keras/utils/data_utils.py	800	# If a worker dies during init, the pool will just create a replacement.	COMMENT
LOW	tensorflow/python/keras/optimizer_v2/optimizer_v2.py	129	# In eager mode, simply call minimize to update the list of variables.	STRING
LOW	tensorflow/python/keras/optimizer_v2/optimizer_v2.py	246	# In eager mode, simply call minimize to update the list of variables.	STRING
MEDIUM	tensorflow/python/keras/engine/base_layer.py	399	# Used in symbolic mode only, only in conjunction with graph-networks	COMMENT
MEDIUM	tensorflow/python/keras/engine/training_v1.py	2526	# For subclassed models, a robust input spec is not available so we	COMMENT
LOW	tensorflow/python/keras/engine/training_v1.py	2328	# In graph mode, if we had just set inputs and targets as symbolic tensors	COMMENT
MEDIUM	tensorflow/python/keras/engine/base_layer_v1.py	214	# Used in symbolic mode only, only in conjunction with graph-networks	COMMENT
93 more matches not shown…

Structural Annotation Overuse186 hits · 287 pts

Severity	File	Line	Snippet	Context
LOW⚡	third_party/xla/xla/online_topsort.h	513	// Step 1: test order: if w is already higher than v in the lexicographical	COMMENT
LOW⚡	third_party/xla/xla/online_topsort.h	523	// Step 2: search backwards from v, until we either find `w`, which means we	COMMENT
LOW	third_party/xla/xla/online_topsort.h	547	// Step 3: search forwards from w, following outgoing edges only from nodes	COMMENT
LOW	third_party/xla/xla/online_topsort.h	565	// Step 4: update indices.	COMMENT
LOW	third_party/xla/xla/online_topsort.h	581	// Step 5: add the edge.	COMMENT
LOW	third_party/xla/xla/tsl/platform/test.h	76	// NOTE: This function is not thread-safe.	COMMENT
LOW	third_party/xla/xla/tsl/profiler/utils/xplane_utils.h	248	// NOTE: This class assumes that the ancestors are ordered with respect to the	COMMENT
LOW	…_party/xla/xla/tsl/distributed_runtime/rpc/grpc_call.h	255	// NOTE: This method must be called before this call is enqueued on a	COMMENT
LOW	third_party/xla/xla/hlo/ir/tile_assignment.h	180	// NOTE: This class is immutable.	COMMENT
LOW	third_party/xla/xla/hlo/builder/lib/matrix.h	118	// NOTE: This function is meant for testing, there is no need to call it	COMMENT
LOW⚡	…rd_party/xla/xla/service/mapped_ptr_container_sorter.h	369	// Step 1: build a set of the ptrs in unordered_container	COMMENT
LOW⚡	…rd_party/xla/xla/service/mapped_ptr_container_sorter.h	376	// Step 2: for mapped elements (in unordered_container), create a map from	COMMENT
LOW	…rd_party/xla/xla/service/mapped_ptr_container_sorter.h	398	// Step 3: create sorted unordered element indices	COMMENT
LOW	third_party/xla/docs/pjrt/pjrt_integration.md	8	### Step 1: Implement [PJRT C API interface](https://github.com/openxla/xla/blob/71a4e6e6e4e9f0f8b8f25c07a32ad489aff1923	COMMENT
LOW	third_party/xla/docs/pjrt/pjrt_integration.md	38	### Step 2: Implement GetPjRtApi	COMMENT
LOW	third_party/xla/docs/pjrt/pjrt_integration.md	50	### Step 3: Test C API implementations	COMMENT
LOW	third_party/xla/docs/pjrt/pjrt_integration.md	56	### Step 1: Set up JAX	COMMENT
LOW	third_party/xla/docs/pjrt/pjrt_integration.md	76	### Step 2: Use jax\_plugins namespace or set up entry\_point	COMMENT
LOW	third_party/xla/docs/pjrt/pjrt_integration.md	104	### Step 3: Implement an initialize() method	COMMENT
LOW	third_party/xla/.github/workflows/benchmarks/README.md	130	### Step 1: Prepare Your Benchmark Artifact	COMMENT
LOW	third_party/xla/.github/workflows/benchmarks/README.md	148	### Step 2: Define the Benchmark Configuration in `benchmark_registry.pbtxt`	COMMENT
LOW	third_party/xla/.github/workflows/benchmarks/README.md	163	### Step 3: Establish Baselines & Thresholds	COMMENT
LOW	…sorflow/dtensor/mlir/expansions/gather_spmd_expander.h	79	// Step 1: If the params are sharded on dim axis, an unconditional	COMMENT
LOW	…sorflow/dtensor/mlir/expansions/gather_spmd_expander.h	140	// Step 2: Check the output layout. If it requires all-relayouting indices.	COMMENT
LOW	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	241	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	260	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/core/kernels/training_op_helpers.h	48	// NOTE: This function uses variable's `copy_on_read_mode` flag to decide if	COMMENT
LOW	…flow/core/util/quantization/uniform_quant_ops_params.h	32	// NOTE: This class instance is fully loaded and valid, only after (1) One of	COMMENT
LOW	…flow/core/util/quantization/uniform_quant_ops_params.h	78	// NOTE: This method should be called only after calling one of	COMMENT
LOW⚡	tensorflow/core/grappler/utils/grappler_test.h	63	// NOTE: This function uses EXPECT/ASSERT macros to check node properties	COMMENT
LOW⚡	tensorflow/core/grappler/utils/grappler_test.h	69	// NOTE: This function uses EXPECT/ASSERT macros to check node properties	COMMENT
LOW⚡	tensorflow/core/grappler/utils/grappler_test.h	76	// NOTE: This function uses EXPECT/ASSERT macros to check node properties	COMMENT
LOW	tensorflow/core/distributed_runtime/message_wrappers.h	537	// NOTE: This method is not implemented. See	COMMENT
LOW	tensorflow/core/distributed_runtime/message_wrappers.h	681	// NOTE: This method is not implemented. See	COMMENT
LOW	…rnel_tests/sparse_ops/sparse_serialization_ops_test.py	274	# NOTE: The following test is a no-op as it is currently not possible to	COMMENT
LOW	tensorflow/python/kernel_tests/nn_ops/rnn_cell_test.py	1154	########### Step 1: Run static graph and generate readouts	COMMENT
LOW	tensorflow/python/kernel_tests/nn_ops/rnn_cell_test.py	1214	########## Step 2: Run dynamic graph and generate readouts	COMMENT
LOW	tensorflow/python/kernel_tests/nn_ops/rnn_cell_test.py	1290	######### Step 3: Comparisons	COMMENT
LOW	tensorflow/python/training/momentum_test.py	82	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	97	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/momentum_test.py	309	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	324	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/momentum_test.py	488	# Step 1: the momentum accumulators are 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	511	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/momentum_test.py	561	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	576	# Step 2: the second momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	314	# Step 1: the rms accumulators where 1. So we should see a normal	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	333	# Step 2: the root mean square accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	384	# Step 1: rms = 1, mom = 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	414	# Step 2: the root mean square accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	476	# Step 1: the rms accumulators where 1. So we should see a normal	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	490	# Step 2: the root mean square accumulators contain the previous update.	COMMENT
LOW⚡	tensorflow/python/ops/distributions/distribution.py	109	# Step 0: Prepend spaces to all lines of append_str. This is	COMMENT
LOW⚡	tensorflow/python/ops/distributions/distribution.py	113	# Step 1: Find mention of "Args":	COMMENT
LOW	tensorflow/python/data/experimental/ops/batching.py	109	# NOTE: The following examples use `{ ... }` to represent the	STRING
LOW	tensorflow/python/data/experimental/ops/batching.py	279	# NOTE: The following example uses `{ ... }` to represent the contents	STRING
LOW	…nsorflow/python/data/experimental/ops/enumerate_ops.py	29	# NOTE: The following examples use `{ ... }` to represent the	STRING
LOW	tensorflow/python/data/ops/dataset_ops.py	2149	# NOTE: The following examples use `{ ... }` to represent the	STRING
LOW	tensorflow/python/compiler/tensorrt/utils.py	195	# Step 1: Parsing the graph and drawing OPs one by one.	COMMENT
LOW	tensorflow/python/compiler/tensorrt/utils.py	232	# Step 2: Creating the DType Nodes previously found in Step 1.	COMMENT
126 more matches not shown…

AI Structural Patterns296 hits · 240 pts

Severity	File	Line	Context
LOW	…la/backends/cpu/codegen/dot/dot_kernel_emitter_test.py	47	CODE
LOW	tensorflow/dtensor/python/tests/conv_test.py	122	CODE
LOW	…sorflow/core/function/capture/free_vars_detect_test.py	184	CODE
LOW	tensorflow/python/autograph/core/ag_ctx.py	52	CODE
LOW	…ython/autograph/pyct/static_analysis/type_inference.py	157	CODE
LOW	…autograph/pyct/static_analysis/reaching_definitions.py	82	CODE
LOW	tensorflow/python/keras/metrics.py	2058	CODE
LOW	tensorflow/python/keras/callbacks_v1.py	113	CODE
LOW	tensorflow/python/keras/testing_utils.py	87	CODE
LOW	tensorflow/python/keras/callbacks.py	74	CODE
LOW	tensorflow/python/keras/callbacks.py	2146	CODE
LOW	tensorflow/python/keras/callbacks.py	2627	CODE
LOW	tensorflow/python/keras/losses.py	2024	CODE
LOW	tensorflow/python/keras/layers/merge.py	693	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	109	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	486	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	645	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	791	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	917	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	1186	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	1494	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	1758	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	1990	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	2179	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	2348	CODE
LOW	tensorflow/python/keras/layers/convolutional.py	2527	CODE
LOW	tensorflow/python/keras/layers/recurrent.py	1297	CODE
LOW	tensorflow/python/keras/layers/recurrent.py	1520	CODE
LOW	tensorflow/python/keras/layers/recurrent.py	1734	CODE
LOW	tensorflow/python/keras/layers/recurrent.py	2055	CODE
LOW	tensorflow/python/keras/layers/recurrent.py	2295	CODE
LOW	tensorflow/python/keras/layers/recurrent.py	2552	CODE
LOW	tensorflow/python/keras/layers/recurrent.py	2725	CODE
LOW	tensorflow/python/keras/layers/core.py	222	CODE
LOW	tensorflow/python/keras/layers/core.py	1131	CODE
LOW	…sorflow/python/keras/layers/convolutional_recurrent.py	487	CODE
LOW	…sorflow/python/keras/layers/convolutional_recurrent.py	843	CODE
LOW	…ython/keras/layers/legacy_rnn/rnn_cell_wrapper_impl.py	38	CODE
LOW	…orflow/python/keras/layers/legacy_rnn/rnn_cell_impl.py	855	CODE
LOW	tensorflow/python/keras/utils/data_utils.py	163	CODE
LOW	tensorflow/python/keras/optimizer_v2/ftrl.py	100	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	115	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	318	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	529	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	865	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	987	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	1201	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	1385	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	77	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	280	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	491	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	704	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	818	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	1164	CODE
LOW	…sorflow/python/keras/legacy_tf_layers/convolutional.py	1347	CODE
LOW	tensorflow/python/keras/legacy_tf_layers/core.py	107	CODE
LOW	tensorflow/python/keras/legacy_tf_layers/core.py	79	CODE
LOW	…w/python/keras/legacy_tf_layers/variable_scope_shim.py	153	CODE
LOW	…w/python/keras/legacy_tf_layers/variable_scope_shim.py	388	CODE
LOW	…w/python/keras/legacy_tf_layers/variable_scope_shim.py	297	CODE
236 more matches not shown…

Excessive Try-Catch Wrapping201 hits · 234 pts

Severity	File	Line	Snippet	Context
MEDIUM	configure.py	1230	print('Error retrieving bazel version: ', e.output.decode('UTF-8').strip())	CODE
LOW	tools/tf_env_collect.sh	289	except Exception as e: # noqa: BLE001 - diagnostic best-effort	STRING
LOW	tools/tf_env_collect.sh	478	except Exception as e: # noqa: BLE001 - diagnostic best-effort	STRING
LOW	tools/tf_env_collect.sh	480	except Exception as e: # noqa: BLE001 - diagnostic best-effort	STRING
LOW	…ols/buffer_debug_log/check_thunk_output_consistency.py	94	except Exception as e:	CODE
LOW	…ols/buffer_debug_log/check_thunk_output_consistency.py	104	except Exception as e:	CODE
MEDIUM	…xla/xla/backends/cpu/benchmarks/e2e/keras/benchmark.py	74	print(f"Error: max_len {max_len} should be >= 1")	CODE
LOW	…a/benchmarks/jax_microbenchmarks/jax_profiler_utils.py	75	except Exception as e: # pylint: disable=broad-except	CODE
LOW	…a/benchmarks/jax_microbenchmarks/jax_profiler_utils.py	134	except Exception: # pylint: disable=broad-except	CODE
LOW⚡	…party/xla/xla/service/fusion_explorer/viewer_server.py	177	except Exception as e: # pylint: disable=broad-exception-caught	CODE
MEDIUM⚡	…party/xla/xla/service/fusion_explorer/viewer_server.py	178	print(f"Error extracting database: {e}")	CODE
LOW⚡	…party/xla/xla/service/fusion_explorer/viewer_server.py	185	except Exception: # pylint: disable=broad-exception-caught	CODE
LOW	…party/xla/xla/service/fusion_explorer/viewer_server.py	209	except Exception as e: # pylint: disable=broad-exception-caught	CODE
LOW	third_party/xla/.github/workflows/pr_size_check.py	77	except Exception as e: # pylint: disable=broad-except	CODE
LOW	tensorflow/dtensor/python/heartbeat.py	82	except Exception as e: # pylint: disable=broad-except	CODE
LOW	tensorflow/tools/test/upload_test_benchmarks.py	132	except Exception: # pylint: disable=broad-except	CODE
LOW	tensorflow/tools/test/upload_test_benchmarks.py	208	except Exception as e: # pylint: disable=broad-except	CODE
MEDIUM	tensorflow/tools/test/upload_test_benchmarks.py	128	def trylock(fd):	CODE
MEDIUM⚡	…/tensorflow_builder/config_detector/config_detector.py	354	print("Error: Cannot retrieve CUDA default version.\nStopping...")	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	163	print("Error in detecting platform:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	165	print("Error: Detected unsupported operating system.\nStopping...")	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	184	print("Error in detecting CPU type:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	199	print("Error in detecting CPU arch:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	214	print("Error in detecting distribution:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	254	print("Error in detecting GPU type:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	283	print("Error in detecting GPU count:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	316	print("Error in detecting CUDA version:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	407	print("Error in finding `cudnn.h`:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	413	print("Error in detecting cuDNN version:\n %s" % str(err_re))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	430	print("Error in detecting GCC version:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	445	print("Error in detecting GCC version:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	460	print("Error in detecting libstdc++ version:\n %s" % str(err))	CODE
MEDIUM	…/tensorflow_builder/config_detector/config_detector.py	478	print("Error in detecting supported ISA:\n %s" % str(err))	CODE
LOW⚡	…/tensorflow_builder/config_detector/config_detector.py	347	except Exception as e:	CODE
LOW	…g_build_dockerfiles/devel.usertools/squash_testlogs.py	54	except Exception as e: # pylint: disable=broad-except	CODE
LOW	tensorflow/core/function/capture/free_vars_detect.py	270	except Exception: # pylint: disable=broad-except	CODE
LOW	tensorflow/core/function/capture/free_vars_detect.py	297	except Exception: # pylint: disable=broad-except	CODE
LOW	tensorflow/core/function/transform/transform.py	356	except Exception: # pylint: disable=broad-except	CODE
LOW	tensorflow/python/autograph/impl/api.py	409	except Exception as e: # pylint:disable=broad-except	CODE
LOW	tensorflow/python/autograph/impl/api.py	430	except Exception as e: # pylint:disable=broad-except	CODE
LOW	tensorflow/python/autograph/impl/api.py	442	except Exception as e:	CODE
LOW	tensorflow/python/autograph/impl/api.py	691	except Exception as e: # pylint:disable=broad-except	CODE
LOW	…nsorflow/python/autograph/tests/reference_test_base.py	62	except Exception as e: # pylint:disable=broad-except	CODE
MEDIUM	tensorflow/python/autograph/pyct/cfg_test.py	923	def test_fn(a):	CODE
MEDIUM	tensorflow/python/autograph/pyct/cfg_test.py	1245	def test_fn(a):	CODE
MEDIUM	tensorflow/python/autograph/pyct/cfg_test.py	1272	def test_fn(a):	CODE
MEDIUM	tensorflow/python/autograph/pyct/cfg_test.py	1329	def test_fn(a):	CODE
MEDIUM	tensorflow/python/autograph/pyct/cfg_test.py	1362	def test_fn(a):	CODE
LOW	tensorflow/python/keras/callbacks.py	2003	except Exception as exc: # pylint: disable=broad-except	CODE
LOW	tensorflow/python/keras/utils/data_utils.py	392	except Exception as e:	CODE
LOW	tensorflow/python/keras/utils/data_utils.py	772	except Exception as e: # pylint: disable=broad-except	CODE
LOW	tensorflow/python/keras/utils/data_utils.py	896	except Exception as e: # pylint: disable=broad-except	CODE
LOW	tensorflow/python/keras/engine/training_utils_v1.py	406	except Exception as e: # pylint: disable=broad-except	CODE
LOW	tensorflow/python/tools/inspect_checkpoint.py	100	except Exception as e: # pylint: disable=broad-except	CODE
LOW	tensorflow/python/tools/saved_model_cli.py	546	except Exception as e: # pylint: disable=broad-exception-caught	CODE
LOW	tensorflow/python/tools/saved_model_cli.py	970	except Exception as exc:	CODE
LOW	tensorflow/python/tools/saved_model_cli.py	1277	except Exception as exc:	CODE
MEDIUM	…flow/python/tools/selective_registration_header_lib.py	245	print('Error reading graph!')	STRING
LOW	…low/python/tools/api/generator2/extractor/extractor.py	73	except Exception as e: # pylint: disable=broad-exception-caught	CODE
LOW	…low/python/tools/api/generator2/extractor/extractor.py	85	except Exception as e: # pylint: disable=broad-exception-caught	CODE
141 more matches not shown…

Cross-Language Confusion49 hits · 200 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tensorflow/python/autograph/converters/control_flow.py	199	return scope_vars, undefined, nouts	CODE
HIGH⚡	tensorflow/python/autograph/converters/control_flow.py	206	cond_vars, undefined, nouts = self._get_block_vars(	CODE
HIGH⚡	tensorflow/python/autograph/converters/control_flow.py	209	undefined_assigns = self._create_undefined_assigns(undefined)	CODE
HIGH	tensorflow/python/autograph/converters/control_flow.py	262	loop_vars, undefined, _ = self._get_block_vars(node, body_scope.bound)	STRING
HIGH	tensorflow/python/autograph/converters/control_flow.py	264	undefined_assigns = self._create_undefined_assigns(undefined)	STRING
HIGH	tensorflow/python/autograph/converters/control_flow.py	313	loop_vars, undefined, _ = self._get_block_vars(	STRING
HIGH	tensorflow/python/autograph/converters/control_flow.py	316	undefined_assigns = self._create_undefined_assigns(undefined)	STRING
HIGH	…thon/tools/print_selective_registration_header_test.py	284	return false	CODE
HIGH	tensorflow/python/framework/ops.py	4759	context.context().context_switches.push(default.building_function,	CODE
HIGH	…sorflow/python/framework/experimental/context_stack.py	33	_default_ctx_stack.push(ctx)	CODE
HIGH	…sorflow/python/kernel_tests/linalg/linalg_grad_test.py	307	# log\|det(A)\| is -inf for a singular A, so its gradient is undefined, but	COMMENT
HIGH	tensorflow/python/ops/array_grad.py	956	# If only one dimension is undefined, we can use a wildcard dimension in	COMMENT
HIGH	tensorflow/python/ops/control_flow_case.py	94	if (x < y && x > z) raise OpError("Only one predicate may evaluate to True");	STRING
HIGH	tensorflow/python/ops/control_flow_case.py	203	if (x < y && x > z) raise OpError("Only one predicate may evaluate to True");	STRING
HIGH	tensorflow/python/ops/state_ops.py	151	undefined, but may exhibit less contention.	STRING
HIGH	tensorflow/python/ops/state_ops.py	222	will be protected by a lock; otherwise the behavior is undefined, but may	STRING
HIGH	tensorflow/python/ops/state_ops.py	295	will be protected by a lock; otherwise the behavior is undefined, but may	STRING
HIGH	tensorflow/python/ops/state_ops.py	422	otherwise the behavior is undefined, but may exhibit less contention.	CODE
HIGH	tensorflow/python/ops/state_ops.py	484	be protected by a lock; otherwise the behavior is undefined,	CODE
HIGH	tensorflow/python/ops/state_ops.py	536	otherwise the behavior is undefined, but may exhibit less contention.	CODE
HIGH	tensorflow/python/ops/state_ops.py	600	otherwise the behavior is undefined, but may exhibit less contention.	CODE
HIGH	tensorflow/python/ops/state_ops.py	654	otherwise the behavior is undefined, but may exhibit less contention.	CODE
HIGH	tensorflow/python/ops/state_ops.py	717	be protected by a lock; otherwise the behavior is undefined,	CODE
HIGH	tensorflow/python/ops/state_ops.py	769	will be protected by a lock; otherwise the behavior is undefined, but may	CODE
HIGH	tensorflow/python/ops/state_ops.py	821	will be protected by a lock; otherwise the behavior is undefined, but may	CODE
HIGH	tensorflow/python/ops/state_ops.py	876	will be protected by a lock; otherwise the behavior is undefined, but may	CODE
HIGH	tensorflow/python/ops/state_ops.py	931	will be protected by a lock; otherwise the behavior is undefined, but may	CODE
HIGH⚡	tensorflow/python/ops/distributions/categorical.py	328	"""Calculate the batched KL divergence KL(a \|\| b) with a and b Categorical.	STRING
HIGH⚡	tensorflow/python/ops/distributions/categorical.py	337	Batchwise KL(a \|\| b)	STRING
HIGH	tensorflow/python/ops/distributions/dirichlet.py	338	"""Batchwise KL divergence KL(d1 \|\| d2) with d1 and d2 Dirichlet.	STRING
HIGH	tensorflow/python/ops/distributions/dirichlet.py	347	Batchwise KL(d1 \|\| d2)	STRING
HIGH	tensorflow/python/ops/distributions/normal.py	272	"""Calculate the batched KL divergence KL(n_a \|\| n_b) with n_a and n_b Normal.	STRING
HIGH	tensorflow/python/ops/distributions/normal.py	281	Batchwise KL(n_a \|\| n_b)	STRING
HIGH	tensorflow/python/ops/distributions/beta.py	380	"""Calculate the batchwise KL divergence KL(d1 \|\| d2) with d1 and d2 Beta.	STRING
HIGH	tensorflow/python/ops/distributions/beta.py	389	Batchwise KL(d1 \|\| d2)	STRING
HIGH	tensorflow/python/ops/distributions/bijector_impl.py	403	the `Invert` bijector. If undefined, a slightly less efficiently	CODE
HIGH	tensorflow/python/ops/distributions/distribution.py	595	undefined, e.g., if a distribution's pdf does not achieve a maximum within	STRING
HIGH	tensorflow/python/ops/distributions/distribution.py	597	undefined, then by definition the variance is undefined. E.g. the mean for	STRING
HIGH	tensorflow/python/ops/distributions/bernoulli.py	167	"""Calculate the batched KL divergence KL(a \|\| b) with a and b Bernoulli.	STRING
HIGH	tensorflow/python/ops/distributions/bernoulli.py	176	Batchwise KL(a \|\| b)	STRING
HIGH	tensorflow/python/ops/distributions/kullback_leibler.py	62	"""Get the KL-divergence KL(distribution_a \|\| distribution_b).	STRING
HIGH	tensorflow/python/ops/distributions/kullback_leibler.py	98	"No KL(distribution_a \|\| distribution_b) registered for distribution_a "	CODE
HIGH	tensorflow/python/ops/distributions/gamma.py	315	"""Calculate the batched KL divergence KL(g0 \|\| g1) with g0 and g1 Gamma.	STRING
HIGH	tensorflow/python/ops/distributions/gamma.py	324	kl_gamma_gamma: `Tensor`. The batchwise KL(g0 \|\| g1).	STRING
HIGH	tensorflow/python/data/experimental/ops/readers.py	87	# If the field is null, it gives no extra information about its type	COMMENT
HIGH	tensorflow/python/data/ops/dataset_ops.py	2320	undefined, so the values of output elements may not be deterministic	STRING
HIGH	tensorflow/python/eager/context.py	358	self.push(	CODE
HIGH	tensorflow/python/eager/context.py	1162	self.context_switches.push(False, eager_mode, None)	CODE
HIGH	tensorflow/lite/tools/visualize.py	158	d.fx = d.fy = null;	CODE

Redundant / Tautological Comments120 hits · 178 pts

Severity	File	Line	Snippet	Context
LOW	configure.py	194	# Check if the path is valid	COMMENT
LOW	configure.py	439	# Check if current bazel version can be detected properly.	COMMENT
LOW	configure.py	931	# Check if current clang version can be detected properly.	COMMENT
LOW	ci/official/utilities/rename_and_verify_wheels.sh	109	# Check if size is too big. TFCI_WHL_SIZE_LIMIT is in find's format, which can be	COMMENT
LOW	ci/official/utilities/setup_macos.sh	67	# Check if pyenv is managed by homebrew. If so, update and upgrade pyenv.	COMMENT
LOW	third_party/xla/xla/python/xla_hlo_test.py	234	# Check if we can find expected opcodes in the main computation.	STRING
LOW	tensorflow/dtensor/python/config.py	189	# Check if TPU is present from initialized context.	COMMENT
LOW	tensorflow/dtensor/python/layout.py	127	# Check if input args are valid.	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1697	# Check if we have a keep_prob keyword arg	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1789	# Check if we have a labels keyword arg	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1916	# Check if we have a uniform_noise keyword arg	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	2251	# Check if we have a scale or scope keyword arg	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	2304	# Check if we have a scale or scope keyword arg	COMMENT
LOW	tensorflow/tools/proto_splitter/python/saved_model.py	42	# Check if the proto size is still larger than the max size.	COMMENT
LOW	tensorflow/tools/ci_build/builds/pip_new.sh	196	# Check if only the major version of python is provided by the user.	COMMENT
LOW	tensorflow/tools/ci_build/builds/pip_new.sh	219	# Check if all versions match.	COMMENT
LOW	tensorflow/tools/ci_build/builds/pip_new.sh	308	# Check if in a virtualenv and exit if yes.	COMMENT
LOW	tensorflow/tools/ci_build/builds/pip_new.sh	473	# Set path to pip.	COMMENT
LOW	tensorflow/tools/pip_package/check_load_py_test.py	67	# Check if BUILD files load py_test.	COMMENT
LOW	tensorflow/tools/pip_package/pip_smoke_test.py	161	# Check if the dependency is in the pip package, the dependency denylist,	COMMENT
LOW	…ls/tensorflow_builder/compat_checker/compat_checker.py	785	# Check if all `Required` configs are found in user configs.	COMMENT
LOW	…ls/tensorflow_builder/compat_checker/compat_checker.py	863	# Check if user config has a dependency in the following sequence:	COMMENT
LOW	tensorflow/tools/api/tests/api_compatibility_test.py	309	# Write files if requested.	COMMENT
LOW	tensorflow/core/function/capture/capture_container.py	220	# Check if the capture exists in self._by_ref	COMMENT
LOW	tensorflow/python/keras/optimizer_v1.py	61	# Set this to False, indicating `apply_gradients` does not take the	COMMENT
LOW	tensorflow/python/keras/callbacks.py	102	# Check if callbacks have already been configured.	COMMENT
LOW	…w/python/keras/mixed_precision/loss_scale_optimizer.py	147	# Set aggregation to NONE, as loss scaling variables should never be	COMMENT
LOW	tensorflow/python/keras/utils/generic_utils.py	556	# Check if `cls_config` is a list. If it is a list, return the class and the	COMMENT
LOW	…ython/keras/distribute/distribute_coordinator_utils.py	352	# Check if the Server is already running. If so, assert that no configuration	COMMENT
LOW	tensorflow/python/keras/optimizer_v2/optimizer_v2.py	1181	# Set trainable to be false when variable is to be synced on read.	COMMENT
LOW	tensorflow/python/keras/legacy_tf_layers/base.py	399	# Set trainable to be false when variable is to be synced on read.	COMMENT
LOW⚡	tensorflow/python/keras/engine/base_layer_utils.py	343	# Check if running in V1 graph mode.	COMMENT
LOW⚡	tensorflow/python/keras/engine/base_layer_utils.py	348	# Check if inside Keras FuncGraph.	COMMENT
LOW	tensorflow/python/keras/engine/base_layer.py	612	# Set trainable to be false when variable is to be synced on read.	COMMENT
LOW	tensorflow/python/keras/engine/base_layer.py	2814	# Append value to list of trainable / non-trainable weights if relevant	COMMENT
LOW	tensorflow/python/keras/engine/functional.py	1434	# Check if module.__call__ has a `training` arg or accepts `**kwargs`.	COMMENT
LOW	tensorflow/python/keras/engine/training_arrays_v1.py	270	# Loop over dataset until `OutOfRangeError` is raised.	COMMENT
LOW	tensorflow/python/keras/engine/training_arrays_v1.py	273	# Loop over dataset for the specified number of steps.	COMMENT
LOW	tensorflow/python/keras/engine/training_generator_v1.py	209	# Loop over dataset until `OutOfRangeError` is raised.	COMMENT
LOW	tensorflow/python/keras/engine/training_generator_v1.py	212	# Loop over dataset for the specified number of steps.	COMMENT
LOW	tensorflow/python/keras/engine/base_layer_v1.py	404	# Set trainable to be false when variable is to be synced on read.	COMMENT
LOW	tensorflow/python/keras/engine/base_layer_v1.py	2246	# Append value to list of trainable / non-trainable weights if relevant	COMMENT
LOW	tensorflow/python/tools/saved_model_cli.py	825	# Check if input tensor keys are valid.	COMMENT
LOW	tensorflow/python/tools/saved_model_cli.py	1131	# Check if npz file only contains a single numpy ndarray.	COMMENT
LOW	…orflow/python/tools/api/generator/create_python_api.py	151	# Check if we are trying to expose two different symbols with same name.	COMMENT
LOW	tensorflow/python/saved_model/load_test.py	3468	# Check if variables work as expected across multiple iterations.	COMMENT
LOW	…nsorflow/python/saved_model/signature_serialization.py	252	# Check if `outputs` is a namedtuple.	COMMENT
LOW	tensorflow/python/saved_model/nested_structure_coder.py	442	# Check if it's a registered type.	COMMENT
LOW	tensorflow/python/util/dispatch.py	587	# Check if dispatch_target registered by `@dispatch_for_api`	COMMENT
LOW	tensorflow/python/util/dispatch.py	595	# Check if dispatch_target registered by `@dispatch_for_*_elementwise_apis`	COMMENT
LOW⚡	tensorflow/python/framework/subscribe.py	234	# Check if the given tensor has a numpy compatible type (see dtypes.py).	COMMENT
LOW⚡	tensorflow/python/framework/subscribe.py	244	# Check if the given tensor has already been subscribed by inspecting its	COMMENT
LOW	tensorflow/python/framework/op_def_library.py	369	# Check if all inputs are already tf.Tensor	COMMENT
LOW	tensorflow/python/framework/test_util.py	2579	# Check if the mlir bridge has been explicitly enabled or disabled. If	COMMENT
LOW	tensorflow/python/framework/test_util.py	3295	# Check if a and/or b are namedtuples.	COMMENT
LOW	tensorflow/python/framework/test_util_test.py	227	# Check if the assertion failure message contains the content of	STRING
LOW	…orflow/python/kernel_tests/array_ops/array_ops_test.py	1403	# Check if equal	COMMENT
LOW	…orflow/python/kernel_tests/array_ops/array_ops_test.py	1420	# Assign vector to scalar (rank-0) using newaxis	COMMENT
LOW	tensorflow/python/training/session_manager_test.py	209	# Set max_wait_secs to allow us to try a few times.	COMMENT
LOW	tensorflow/python/training/session_manager_test.py	819	# Set max_wait_secs to allow us to try a few times.	COMMENT
60 more matches not shown…

Example Usage Blocks58 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	third_party/xla/xla/debug_options_flags.h	132	// Example usage:	COMMENT
LOW	third_party/xla/xla/reference_util.h	599	// Example usage:	COMMENT
LOW	third_party/xla/xla/tsl/util/sorted_range.h	29	// Example usage:	COMMENT
LOW	third_party/xla/xla/tsl/util/sorted_range.h	49	// Example usage:	COMMENT
LOW	third_party/xla/xla/tsl/util/fixed_option_set_flag.h	47	// Example usage:	COMMENT
LOW	third_party/xla/xla/tsl/platform/debug_me_context.h	47	// Example usage:	COMMENT
LOW	third_party/xla/xla/tsl/platform/errors.h	201	// Example usage:	COMMENT
LOW	…la/tsl/platform/cloud/compute_engine_metadata_client.h	50	/// Example usage:	COMMENT
LOW	third_party/xla/xla/tsl/lib/gtl/value_or_die.h	21	// Example usage:	COMMENT
LOW	…party/xla/xla/tsl/lib/monitoring/collection_registry.h	499	// Example usage:	COMMENT
LOW	third_party/xla/xla/tests/xla_test_backend_predicates.h	118	// Example usage:	COMMENT
LOW	third_party/xla/xla/hlo/analysis/shape_tracker.h	42	// Example usage:	COMMENT
LOW	third_party/xla/xla/hlo/ir/hlo_computation.h	180	// Example usage:	COMMENT
LOW	third_party/xla/xla/service/pattern_matcher.h	3244	// Example usage:	COMMENT
LOW	third_party/xla/xla/service/cpu/ir_function.h	46	// Example usage:	COMMENT
LOW	…party/xla/xla/stream_executor/kernel_symbol_registry.h	85	// Example usage:	COMMENT
LOW	…stream_executor/gpu/scoped_command_buffer_annotation.h	28	// Example usage:	COMMENT
LOW	tensorflow/tools/proto_splitter/merge.h	35	// Example usage:	COMMENT
LOW	tensorflow/tools/proto_splitter/merge.h	49	// Example usage:	COMMENT
LOW	tensorflow/tools/ci_build/update_version.py	19	# Usage:	COMMENT
LOW	tensorflow/tools/ci_build/copy_binary.py	19	# Usage:	COMMENT
LOW	…sorflow/tools/ci_build/install/install_deb_packages.sh	17	# Usage:	COMMENT
LOW	tensorflow/tools/ci_build/ctpu/ctpu.sh	40	# Usage:	COMMENT
LOW	tensorflow/tools/ci_build/builds/print_build_info.sh	23	# Usage:	COMMENT
LOW	tensorflow/tools/ci_build/builds/run_pip_tests.sh	20	# Usage:	COMMENT
LOW	tensorflow/tools/ci_build/builds/pip_new.sh	19	# Usage:	COMMENT
LOW	tensorflow/tools/gcs_test/gcs_smoke.sh	19	# Usage:	COMMENT
LOW	tensorflow/tools/gcs_test/gcs_smoke_wrapper.sh	21	# Usage:	COMMENT
LOW	tensorflow/core/kernels/record_yielder.h	43	// Usage example:	COMMENT
LOW	…sorflow/core/framework/dataset_stateful_op_allowlist.h	67	// Example usage:	COMMENT
LOW	…e/common_runtime/input_colocation_exemption_registry.h	35	// Example usage:	COMMENT
LOW	tensorflow/core/common_runtime/eager/attr_builder.h	72	// Example usage:	COMMENT
LOW	tensorflow/core/tfrt/mlrt/interpreter/async_handle.h	37	// Example usage:	COMMENT
LOW	tensorflow/core/lib/jxl/jxl_io.h	18	// Example usage:	COMMENT
LOW	tensorflow/core/data/standalone.h	57	// Example usage:	COMMENT
LOW	tensorflow/core/data/serialization_utils.h	163	// Usage example:	COMMENT
LOW	tensorflow/core/data/service/byte_size.h	30	// Usage example:	COMMENT
LOW	tensorflow/core/data/service/cross_trainer_cache.h	51	// Example usage:	COMMENT
LOW	…/core/data/service/snapshot/parallel_tfrecord_writer.h	43	// Usage example:	COMMENT
LOW	…core/data/service/snapshot/prefetched_split_provider.h	41	// Usage example:	COMMENT
LOW	tensorflow/python/training/coordinator.py	34	#### Usage:	STRING
LOW	tensorflow/python/training/session_manager.py	86	### Usage:	STRING
LOW	tensorflow/python/lib/core/py_exception_registry.h	34	// Example usage:	COMMENT
LOW	tensorflow/lite/kernels/shim/op_kernel.h	154	// Example usage:	COMMENT
LOW	tensorflow/lite/kernels/shim/tflite_op_wrapper.h	149	// Example usage:	COMMENT
LOW	tensorflow/lite/kernels/shim/tensor_view.h	59	// Example usage:	COMMENT
LOW	…imental/acceleration/compatibility/gpu_compatibility.h	39	// Example usage:	COMMENT
LOW⚡	tensorflow/lite/testing/zip_test_utils.py	47	# Usage:	COMMENT
LOW	tensorflow/lite/delegates/gpu/api.h	19	// Usage example:	COMMENT
LOW	tensorflow/lite/delegates/gpu/common/task/util.h	60	// Example usage:	COMMENT
LOW	tensorflow/lite/delegates/gpu/cl/api.h	33	// Usage example:	COMMENT
LOW	…c/experimental/pluggable_profiler/pluggable_profiler.h	46	// Example usage:	COMMENT
LOW	tensorflow/c/experimental/grappler/grappler.h	50	// Example usage:	COMMENT
LOW	…rflow/c/experimental/stream_executor/stream_executor.h	45	// Example usage:	COMMENT
LOW	tensorflow/compiler/tf2xla/python/xla.py	482	# Usage:	COMMENT
LOW	tensorflow/compiler/jit/node_matchers.h	18	// Example usage:	COMMENT
LOW	tensorflow/compiler/jit/xla_host_send_device_context.h	32	// Example usage:	COMMENT
LOW	tensorflow/compiler/jit/xla_host_recv_device_context.h	32	// Example usage:	COMMENT

Modern Structural Boilerplate72 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	…arty/xla/build_tools/lint/generate_compile_commands.py	53	def _setup_external_symlink(xla_src_root: pathlib.Path) -> None:	STRING
LOW	third_party/xla/build_tools/ci/clang_tidy_diff.py	174	def _set_log_level(log_level: str) -> None:	CODE
LOW	third_party/xla/build_tools/ci/clang_tidy_diff.py	184	def _set_level(level: int) -> None:	CODE
LOW	tensorflow/dtensor/python/tests/test_util.py	403	__all__ = [	CODE
LOW	tensorflow/tools/pip_package/build_pip_package.py	348	def update_xla_tsl_imports(srcs_dir: str) -> None:	CODE
LOW	tensorflow/tools/common/traverse.py	22	__all__ = ['traverse']	CODE
LOW	…sorflow/core/function/trace_type/trace_type_builder.py	89	def update_naming_scope(self, naming_scope: Optional[str]) -> None:	CODE
LOW	tensorflow/python/__init__.py	34	__all__ = [s for s in dir() if s in _exported_dunders or not s.startswith('_')]	CODE
LOW	…low/python/tools/api/generator2/generator/generator.py	634	__all__ = [_s for _s in dir() if not _s.startswith('_')]	CODE
LOW	…orflow/python/tools/api/generator/create_python_api.py	249	__all__ = [_s for _s in dir() if not _s.startswith('_')]	CODE
LOW	tensorflow/python/util/all_util.py	115	__all__ = [	CODE
LOW	tensorflow/python/framework/test_util.py	4141	def set_producer_version(graph: ops.Graph, producer_version: int) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	1385	def _set_control_flow_context(self, ctx) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	1601	def _set_attr(self, attr_name, attr_value) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	1610	def _set_attr_with_buf(self, attr_name, attr_buf) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	1617	def _set_func_attr(self, attr_name, func_name) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	1622	def _set_func_list_attr(self, attr_name, func_names) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	1629	def _set_type_list_attr(self, attr_name, data_types) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	1638	def _set_shape_list_attr(self, attr_name, shapes) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	2408	def _set_control_flow_context(self, ctx) -> None:	CODE
LOW⚡	tensorflow/python/framework/ops.py	6199	def set_dtype_conversion_mode(dtype_conversion_mode) -> None:	CODE
LOW	tensorflow/python/framework/ops.py	635	def set_shape(self, shape) -> None:	CODE
LOW	tensorflow/python/framework/ops.py	1494	def _set_device(self, device) -> None: # pylint: disable=redefined-outer-name	CODE
LOW	tensorflow/python/framework/ops.py	1502	def _update_input(self, index, tensor) -> None:	CODE
LOW	tensorflow/python/framework/ops.py	1862	def set_shape_and_handle_data_for_outputs(_) -> None:	CODE
LOW	tensorflow/python/framework/ops.py	6257	def set_int_list_attr(op, attr_name, ints) -> None:	CODE
LOW	tensorflow/python/framework/versions.py	89	__all__ = [	CODE
LOW	tensorflow/python/training/checkpoint_utils.py	40	__all__ = [	CODE
LOW	tensorflow/python/ops/check_ops.py	47	__all__ = [	CODE
LOW	tensorflow/python/ops/variable_scope.py	45	__all__ = [	CODE
LOW	tensorflow/python/ops/template.py	30	__all__ = ["make_template"]	CODE
LOW	tensorflow/python/ops/critical_section_ops.py	33	__all__ = ["CriticalSection"]	CODE
LOW	tensorflow/python/ops/partitioned_variables.py	59	__all__ = [	CODE
LOW	…rflow/python/ops/linalg/linear_operator_householder.py	29	__all__ = ["LinearOperatorHouseholder",]	CODE
LOW	tensorflow/python/ops/linalg/linear_operator_diag.py	29	__all__ = ["LinearOperatorDiag",]	CODE
LOW	…sorflow/python/ops/linalg/linear_operator_inversion.py	22	__all__ = ["LinearOperatorInversion"]	CODE
LOW	…/python/ops/linalg/linear_operator_lower_triangular.py	26	__all__ = [	CODE
LOW	…nsorflow/python/ops/linalg/linear_operator_identity.py	36	__all__ = [	CODE
LOW	…orflow/python/ops/linalg/linear_operator_block_diag.py	31	__all__ = ["LinearOperatorBlockDiag"]	CODE
LOW	…rflow/python/ops/linalg/linear_operator_composition.py	32	__all__ = ["LinearOperatorComposition"]	CODE
LOW	…nsorflow/python/ops/linalg/linear_operator_toeplitz.py	30	__all__ = ["LinearOperatorToeplitz",]	CODE
LOW	tensorflow/python/ops/linalg/linear_operator_tridiag.py	31	__all__ = ['LinearOperatorTridiag',]	CODE
LOW	…rflow/python/ops/linalg/linear_operator_permutation.py	32	__all__ = ["LinearOperatorPermutation",]	CODE
LOW	tensorflow/python/ops/linalg/slicing.py	27	__all__ = ['batch_slice']	CODE
LOW	tensorflow/python/ops/linalg/linear_operator_zeros.py	34	__all__ = [	CODE
LOW	…nsorflow/python/ops/linalg/linear_operator_addition.py	29	__all__ = []	CODE
LOW	…w/python/ops/linalg/linear_operator_low_rank_update.py	30	__all__ = [	CODE
LOW	…n/ops/linalg/linear_operator_block_lower_triangular.py	36	__all__ = ["LinearOperatorBlockLowerTriangular"]	CODE
LOW	…sorflow/python/ops/linalg/linear_operator_circulant.py	35	__all__ = [	CODE
LOW	…rflow/python/ops/linalg/linear_operator_full_matrix.py	26	__all__ = ["LinearOperatorFullMatrix"]	CODE
LOW	…sorflow/python/ops/linalg/linear_operator_kronecker.py	31	__all__ = ["LinearOperatorKronecker"]	CODE
LOW	tensorflow/python/ops/linalg/linear_operator.py	52	__all__ = ["LinearOperator"]	CODE
LOW	tensorflow/python/ops/linalg/linear_operator_adjoint.py	25	__all__ = ["LinearOperatorAdjoint"]	CODE
LOW	tensorflow/python/ops/linalg/sparse/sparse.py	24	__all__ = [	CODE
LOW	…flow/python/ops/linalg/sparse/sparse_csr_matrix_ops.py	35	__all__ = [	CODE
LOW	…nsorflow/python/ops/distributions/identity_bijector.py	22	__all__ = [	CODE
LOW	tensorflow/python/ops/distributions/laplace.py	36	__all__ = [	CODE
LOW	tensorflow/python/ops/distributions/dirichlet.py	33	__all__ = [	CODE
LOW	…w/python/ops/distributions/transformed_distribution.py	32	__all__ = [	CODE
LOW	tensorflow/python/ops/distributions/student_t.py	36	__all__ = [	CODE
12 more matches not shown…

Verbosity Indicators40 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW⚡	third_party/xla/xla/online_topsort.h	513	// Step 1: test order: if w is already higher than v in the lexicographical	COMMENT
LOW⚡	third_party/xla/xla/online_topsort.h	523	// Step 2: search backwards from v, until we either find `w`, which means we	COMMENT
LOW	third_party/xla/xla/online_topsort.h	547	// Step 3: search forwards from w, following outgoing edges only from nodes	COMMENT
LOW	third_party/xla/xla/online_topsort.h	565	// Step 4: update indices.	COMMENT
LOW	third_party/xla/xla/online_topsort.h	581	// Step 5: add the edge.	COMMENT
LOW⚡	…rd_party/xla/xla/service/mapped_ptr_container_sorter.h	369	// Step 1: build a set of the ptrs in unordered_container	COMMENT
LOW⚡	…rd_party/xla/xla/service/mapped_ptr_container_sorter.h	376	// Step 2: for mapped elements (in unordered_container), create a map from	COMMENT
LOW	…rd_party/xla/xla/service/mapped_ptr_container_sorter.h	398	// Step 3: create sorted unordered element indices	COMMENT
LOW	…sorflow/dtensor/mlir/expansions/gather_spmd_expander.h	79	// Step 1: If the params are sharded on dim axis, an unconditional	COMMENT
LOW	…sorflow/dtensor/mlir/expansions/gather_spmd_expander.h	140	// Step 2: Check the output layout. If it requires all-relayouting indices.	COMMENT
LOW	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	241	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	…ols/ci_build/osx/arm64/tensorflow_metal_plugin_test.py	260	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/keras/legacy_tf_layers/base.py	116	The purpose of this function is to allow users of existing layers to	STRING
LOW	tensorflow/python/framework/tensor_util.py	1309	For example, in the following code block:	STRING
LOW	tensorflow/python/kernel_tests/nn_ops/rnn_cell_test.py	1154	########### Step 1: Run static graph and generate readouts	COMMENT
LOW	tensorflow/python/kernel_tests/nn_ops/rnn_cell_test.py	1214	########## Step 2: Run dynamic graph and generate readouts	COMMENT
LOW	tensorflow/python/kernel_tests/nn_ops/rnn_cell_test.py	1290	######### Step 3: Comparisons	COMMENT
LOW	tensorflow/python/training/momentum_test.py	82	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	97	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/momentum_test.py	309	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	324	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/momentum_test.py	488	# Step 1: the momentum accumulators are 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	511	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/momentum_test.py	561	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/momentum_test.py	576	# Step 2: the second momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	314	# Step 1: the rms accumulators where 1. So we should see a normal	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	333	# Step 2: the root mean square accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	384	# Step 1: rms = 1, mom = 0. So we should see a normal	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	414	# Step 2: the root mean square accumulators contain the previous update.	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	476	# Step 1: the rms accumulators where 1. So we should see a normal	COMMENT
LOW	tensorflow/python/training/rmsprop_test.py	490	# Step 2: the root mean square accumulators contain the previous update.	COMMENT
LOW⚡	tensorflow/python/ops/distributions/distribution.py	109	# Step 0: Prepend spaces to all lines of append_str. This is	COMMENT
LOW⚡	tensorflow/python/ops/distributions/distribution.py	113	# Step 1: Find mention of "Args":	COMMENT
LOW	tensorflow/python/compiler/tensorrt/utils.py	195	# Step 1: Parsing the graph and drawing OPs one by one.	COMMENT
LOW	tensorflow/python/compiler/tensorrt/utils.py	232	# Step 2: Creating the DType Nodes previously found in Step 1.	COMMENT
LOW	tensorflow/python/compiler/tensorrt/utils.py	245	# Step 3: Alignment of the legend with the graph.	COMMENT
LOW	tensorflow/compiler/tests/momentum_test.py	62	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/compiler/tests/momentum_test.py	77	# Step 2: the momentum accumulators contain the previous update.	COMMENT
LOW	tensorflow/compiler/tests/momentum_test.py	148	# Step 1: the momentum accumulators where 0. So we should see a normal	COMMENT
LOW	tensorflow/compiler/tests/momentum_test.py	163	# Step 2: the momentum accumulators contain the previous update.	COMMENT

Fake / Example Data47 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	tensorflow/dtensor/python/tests/layout_test.py	151	mesh._name = 'fake_name'	CODE
LOW	tensorflow/go/operation_test.go	160	placeholder, err := Placeholder(graph, "placeholder", dummyTensor.DataType())	CODE
LOW	tensorflow/core/framework/function.h	106	// it starts with "$", we construct a AttrValue of "placeholder".	COMMENT
LOW	tensorflow/core/example/feature_util.h	37	// *tag->Add() = "lorem ipsum";	COMMENT
LOW	…sorflow/core/function/capture/free_vars_detect_test.py	386	glob = "dummy_value"	CODE
LOW	tensorflow/core/grappler/utils/functions.h	129	// body is parametrized, if it has at least one node with a 'placeholder'	COMMENT
LOW	tensorflow/core/data/dataset_utils.h	230	// This op is used to provide a resource "placeholder" for ops such as	COMMENT
LOW	tensorflow/python/trackable/resource_test.py	169	dummy_0 = _DummyResource1(handle_name="fake_name")	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1394	input_arg {name: "placeholder" type: DT_FLOAT}	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1403	input_arg {name: "placeholder" type: DT_FLOAT}	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1440	input_arg {name: "placeholder" type: DT_FLOAT}	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1448	input_arg {name: "placeholder" type: DT_FLOAT}	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1508	input_arg {name: "placeholder" type: DT_FLOAT}	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1521	input_arg {name: "placeholder" type: DT_FLOAT}	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1551	input_arg {name: "placeholder" type: DT_FLOAT}	CODE
LOW	…nsorflow/python/framework/convert_to_constants_test.py	1563	input_arg {name: "placeholder" type: DT_RESOURCE}	CODE
LOW	tensorflow/python/framework/op_def_util_test.py	130	"placeholder: ''", # 'placeholder' not supported.	CODE
LOW	…python/kernel_tests/strings_ops/reduce_join_op_test.py	236	placeholder = array_ops.placeholder(dtypes.string, name="placeholder")	CODE
LOW	…python/kernel_tests/strings_ops/reduce_join_op_test.py	250	placeholder = array_ops.placeholder(dtypes.int32, name="placeholder")	CODE
LOW	…python/kernel_tests/strings_ops/reduce_join_op_test.py	329	placeholder = array_ops.placeholder(dtypes.string, name="placeholder")	CODE
LOW	…python/kernel_tests/strings_ops/reduce_join_op_test.py	340	placeholder = array_ops.placeholder(dtypes.int32, name="placeholder")	CODE
LOW	…flow/python/kernel_tests/control_flow/while_v2_test.py	1646	name: "placeholder"	CODE
LOW	…flow/python/kernel_tests/control_flow/while_v2_test.py	1665	input: "placeholder"	CODE
LOW	…flow/python/kernel_tests/control_flow/while_v2_test.py	1832	name: "placeholder"	CODE
LOW	…flow/python/kernel_tests/control_flow/while_v2_test.py	1867	input: "placeholder"	CODE
LOW⚡	…sorflow/python/distribute/multi_process_runner_test.py	56	return 'dummy_data'	CODE
LOW⚡	…sorflow/python/distribute/multi_process_runner_test.py	116	self.assertEqual(return_value[0], 'dummy_data')	CODE
LOW⚡	…sorflow/python/distribute/multi_process_runner_test.py	117	self.assertEqual(return_value[1], 'dummy_data')	CODE
LOW⚡	…ow/python/distribute/collective_all_reduce_strategy.py	1052	dummy_value = array_ops.identity([])	CODE
LOW⚡	…ow/python/distribute/collective_all_reduce_strategy.py	1060	dummy_value,	CODE
LOW⚡	…ow/python/distribute/collective_all_reduce_strategy.py	1061	dummy_value,	CODE
LOW	tensorflow/python/ops/array_ops.py	3028	@tf_export(v1=["placeholder"])	CODE
LOW	tensorflow/python/summary/summary_v2_test.py	302	i = constant_op.constant('lorem ipsum', dtype=dtypes.string)	CODE
LOW	…thon/debug/examples/v1/examples_v1_debug_mnist_test.sh	54	cat << EOF \| ${DEBUG_MNIST_BIN} --debug --max_steps=1 --fake_data --ui_type=readline --use_random_config_path	CODE
LOW	tensorflow/python/debug/examples/v1/debug_mnist_v1.py	76	"--fake_data",	CODE
LOW	tensorflow/python/debug/examples/v1/debug_mnist_v1.py	110	if FLAGS.fake_data:	CODE
LOW	tensorflow/python/debug/examples/v1/examples_v1_test.sh	80	cat << EOF \| ${DEBUG_MNIST_BIN} --debug --max_steps=1 --fake_data --ui_type=readline --use_random_config_path	CODE
LOW	tensorflow/python/debug/examples/v2/debug_mnist_v2.py	71	"--fake_data",	CODE
LOW	tensorflow/python/debug/examples/v2/debug_mnist_v2.py	135	if FLAGS.fake_data:	CODE
LOW⚡	tensorflow/python/debug/examples/v2/examples_v2_test.sh	58	${DEBUG_MNIST_BIN} --max_steps=4 --fake_data	CODE
LOW⚡	tensorflow/python/debug/examples/v2/examples_v2_test.sh	62	${DEBUG_MNIST_BIN} --max_steps=1 --fake_data --check_numerics	CODE
LOW⚡	tensorflow/python/debug/examples/v2/examples_v2_test.sh	65	! ${DEBUG_MNIST_BIN} --max_steps=4 --fake_data --check_numerics	CODE
LOW⚡	tensorflow/python/debug/examples/v2/examples_v2_test.sh	69	${DEBUG_MNIST_BIN} --max_steps=4 --fake_data --dump_dir="${TMP_DIR}"	CODE
LOW⚡	tensorflow/lite/testing/op_tests/mirror_pad.py	46	"type": ["placeholder"],	CODE
LOW⚡	tensorflow/lite/testing/op_tests/mirror_pad.py	53	"type": ["placeholder"],	CODE
LOW⚡	tensorflow/lite/testing/op_tests/mirror_pad.py	60	"type": ["placeholder"],	CODE
LOW	tensorflow/lite/testing/op_tests/mirror_pad.py	82	"type": ["placeholder"],	CODE

Dead Code20 hits · 40 pts

Severity	File	Line	Context
MEDIUM	…w/dtensor/python/tests/multi_client_input_util_test.py	518	CODE
MEDIUM	…w/dtensor/python/tests/multi_client_input_util_test.py	523	CODE
MEDIUM	…w/dtensor/python/tests/multi_client_input_util_test.py	524	CODE
MEDIUM	…w/dtensor/python/tests/multi_client_input_util_test.py	525	CODE
MEDIUM	…w/dtensor/python/tests/multi_client_input_util_test.py	527	CODE
MEDIUM	…w/dtensor/python/tests/multi_client_input_util_test.py	549	CODE
MEDIUM	…orflow/python/autograph/operators/control_flow_test.py	832	CODE
MEDIUM	…/python/autograph/converters/return_statements_test.py	42	CODE
MEDIUM	…/python/autograph/converters/return_statements_test.py	43	CODE
MEDIUM	…/python/autograph/converters/return_statements_test.py	51	CODE
MEDIUM	tensorflow/python/autograph/pyct/cfg_test.py	189	CODE
MEDIUM	tensorflow/python/autograph/pyct/cfg_test.py	1430	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	320	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	324	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	325	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	328	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	329	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	332	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	333	CODE
MEDIUM	tensorflow/python/ops/control_flow_ops_test.py	336	CODE

Overly Generic Function Names40 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	tensorflow/python/autograph/impl/api_test.py	380	def test_function(self):	CODE
LOW	tensorflow/python/autograph/pyct/transformer_test.py	73	def test_function(a):	CODE
LOW	tensorflow/python/autograph/pyct/transformer_test.py	132	def test_function(a):	CODE
LOW	tensorflow/python/autograph/pyct/transformer_test.py	169	def test_function(x, y):	CODE
LOW	tensorflow/python/autograph/pyct/transformer_test.py	200	def test_function(x):	CODE
LOW	tensorflow/python/autograph/pyct/transformer_test.py	231	def test_function(x):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	84	def test_function():	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	95	def test_function(x, y, z):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	108	def test_function(a, b, c, e, f, g):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	125	def test_function(b, c, d, e):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	139	def test_function(call_something, a, b, y, z, c, d, e, f, g, h, i):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	155	def test_function(a, b, c):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	171	def test_function(a, b, c):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	191	def test_function(a):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	211	def test_function():	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	227	def test_function(a, b, c, d, e, f):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	241	def test_function(a, b, c, d, e, f):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	256	def test_function(a, b, c, d, e, f):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	270	def test_function(foo, bar, baz):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	285	def test_function(a, d):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	298	def test_function(a, b, c, d, e, f):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	311	def test_function(a, x, y, z):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	327	def test_function(a, c, some_computed, exception):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	342	def test_function(foo, bar, function, quux, quozzle, w, x, y, z):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	365	def test_function(foo, quux):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	380	def test_function(compute, something, complicated, foo):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	400	def test_function(b, c, d, f):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	464	def test_function(x, frob):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	486	def test_function(x, foo, bar):	CODE
LOW	…/python/autograph/pyct/common_transformers/anf_test.py	505	def test_function(f):	CODE
LOW	tensorflow/python/keras/engine/training.py	1328	def test_function(iterator):	CODE
LOW	tensorflow/python/keras/engine/training.py	1334	def test_function(iterator):	CODE
LOW⚡	tensorflow/python/util/tf_decorator_test.py	68	def test_function(x):	CODE
LOW	tensorflow/python/util/decorator_utils_test.py	36	def test_function(self):	CODE
LOW	tensorflow/python/util/decorator_utils_test.py	97	def test_function(self):	CODE
LOW	…orflow/python/kernel_tests/control_flow/map_fn_test.py	218	def test_function(x):	CODE
LOW	tensorflow/python/ops/custom_gradient.py	653	>>> def my_function(x):	STRING
LOW	…ager/polymorphic_function/polymorphic_function_test.py	1528	def my_function(_):	CODE
LOW	…eager/polymorphic_function/tracing_compilation_test.py	305	def test_function(val):	CODE
LOW	…ow/python/eager/polymorphic_function/gradients_test.py	440	def my_function(x):	CODE

Synthetic Comment Markers4 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	third_party/xla/xla/packed_literal_reader.h	33	// Reads packed data from a metadata-less file as requested by a user (who must	COMMENT
HIGH	third_party/xla/docs/contributing.md	201	### AI-generated contributions	COMMENT
HIGH	third_party/xla/docs/contributing.md	220	their PRs in detail regardless of whether it was generated by AI or not.	CODE
HIGH	tensorflow/python/distribute/multi_process_lib.py	150	# 3. Spawn any process as requested by the "spawn" method.	COMMENT

AI Response Leakage5 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	tensorflow/core/framework/reader_base.h	118	// In this implementation all the records come from the same work unit.	COMMENT
HIGH	tensorflow/python/training/saver.py	1523	# tf.get_collection() returns a list. In this example we only want	STRING
HIGH	…flow/python/distribute/parameter_server_strategy_v2.py	306	# In this example, we're assuming having 3 ps.	STRING
HIGH	tensorflow/examples/custom_ops_doc/sleep/sleep_op.py	31	# In this example, this Python function is a trivial wrapper for the C++ Op:	COMMENT
HIGH	…/examples/custom_ops_doc/multiplex_1/multiplex_1_op.py	29	# In this example, this Python function is a trivial wrapper for the C++ Op:	COMMENT

Slop Phrases17 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	94	# Only keyword args are handled, so make sure to also put any function in	COMMENT
LOW	tensorflow/tools/compatibility/tf_upgrade_v2.py	1386	# - node, if node was modified in place (make sure to use	COMMENT
LOW	tensorflow/tools/api/tests/api_compatibility_test.py	89	# we make sure to resolve symbolic links before creating new files.	STRING
MEDIUM	…ernels/batching_util/adaptive_shared_batch_scheduler.h	107	// Lower bound for in_flight_batches_limit_. As discussed above, can be used	COMMENT
MEDIUM	tensorflow/python/keras/constraints.py	40	Here's a simple example of a non-negative weight constraint:	STRING
LOW	tensorflow/python/keras/engine/training.py	2605	# Also make sure to exclude Model class itself which has build() defined.	COMMENT
MEDIUM	tensorflow/python/keras/initializers/initializers_v2.py	50	Here's a simple example: a random normal initializer.	STRING
LOW	…orflow/python/checkpoint/sharding/sharding_policies.py	217	# If the tensor has already been sliced, make sure to keep track of its	COMMENT
MEDIUM	tensorflow/python/framework/test_combinations.py	17	Here is a simple example for testing various optimizers in Eager and Graph:	STRING
MEDIUM	tensorflow/python/framework/test_util.py	4271	For example, here is how you can measure how long `tf.linalg.matmul` runs:	STRING
MEDIUM	tensorflow/python/training/sync_replicas_optimizer.py	107	# Note that if you want to have 2 backup replicas, you can change	STRING
MEDIUM	tensorflow/python/distribute/cross_device_ops.py	589	Here is how you can use `ReductionToOneDevice` in	STRING
MEDIUM	tensorflow/python/distribute/cross_device_ops.py	969	Here is how you can use `NcclAllReduce` in `tf.distribute.MirroredStrategy`:	STRING
MEDIUM	tensorflow/python/distribute/cross_device_ops.py	1011	Here is how you can use `HierarchicalCopyAllReduce` in	STRING
MEDIUM	tensorflow/python/client/session.py	173	#then after invoking this register function, you can use as follows:	STRING
LOW	tensorflow/lite/python/lite.py	1595	# We make sure to clear the saved_model_dir as there is some	COMMENT
MEDIUM	.github/bot_config.yml	86	* The easiest way to use TF will be to switch to [google colab](https://colab.sandbox.google.com/notebooks/welc	COMMENT

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/xla/tools/hlo_isolation/hlo_inf_nan_intent_analyzer.h	48	// numerical guardrails) rather than genuine numerical errors.	COMMENT
MEDIUM	third_party/xla/build_tools/ci/run_clang_tidy.sh	79	# TODO(sohaibiftikhar): Move the bash orchestration to python.	COMMENT
MEDIUM	tensorflow/python/training/monitored_session.py	166	# NOTE(touts): modifying the init function to be passed the scaffold is a	COMMENT

Maintenance and Governance Review

Risk Review · v3

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