PaddlePaddle/Paddle

Pattern Findings

The scanner identified 29153 distinct pattern matches across 27 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.

Over-Commented Block9909 hits · 9835 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	setup.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	.cmake-format.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	.cmake-format.py	21		COMMENT
LOW	tools/diff_api.py	1	#!/usr/bin/env python	COMMENT
LOW	tools/gen_pybind11_stub.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/test_print_signatures.py	1	#! /usr/bin/env python	COMMENT
LOW	tools/gen_tensor_stub.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/count_api_without_core_ops.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/get_ut_mem_map.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/get_op_list.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/get_single_test_cov.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/CheckPRTemplate.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_op_kernel_same_dtypes.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/statistics_UT_resource.sh	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/timeline.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/op_benchmark_count.py	1	# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/gen_ut_cmakelists.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/get_quick_disable_lt.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/type_checking.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_pr_approval.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/nvcc_lazy.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/pyCov_multithreading.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/gen_alias_mapping.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/gen_alias_mapping.sh	21	# Arguments:	COMMENT
LOW	tools/diff_use_default_grad_op_maker.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/get_pr_ut.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/__init__.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/timeout_debug_help.sh	1	#!/bin/bash	COMMENT
LOW	tools/check_api_compatible.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/static_mode_white_list.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/reduce_lib_size_util.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/analysisPyXml.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/sampcd_processor.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_sequence_op.sh	1	#!/bin/bash	COMMENT
LOW	tools/handle_h_cu_file.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/print_op_desc.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_op_desc.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/prune_for_jetson.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/gpups_test.sh	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_aten_ops_signature.py	1	# Copyright (c) 2026 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/get_op_list.sh	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/get_pr_title.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/test_runner.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/summary_env.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/document_preview.sh	1	#!/bin/bash	COMMENT
LOW	tools/jetson_infer_op.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/op_benchmark.sh	1	#!/bin/bash	COMMENT
LOW	tools/diff_unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	tools/parse_kernel_info.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_op_register_type.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_added_ut.sh	1	#!/bin/bash	COMMENT
LOW	tools/test_run_by_protobuf_3.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_abi_compatibility.py	1	# Copyright (c) 2026 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/gpu_kernel_compare.py	1	# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/test_check_pr_approval.py	1	#! /usr/bin/env python	COMMENT
LOW	tools/check_gpu_kernel_approval.sh	1	#!/bin/bash	COMMENT
LOW	tools/parallel_UT_rule.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/check_only_change_python_files.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	tools/print_signatures.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.	COMMENT
9849 more matches not shown…

Hyper-Verbose Identifiers7265 hits · 7294 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	330	def _convert_readme_relative_paths_for_pypi(readme: str) -> str:	CODE
LOW	setup.py	929	def write_parameter_server_version_py(	STRING
LOW	setup.py	1163	def get_paddle_extra_install_requirements():	STRING
LOW	setup.py	1508	def extend_type_hints_package_data(packages, package_data, paddle_binary_dir):	STRING
LOW	setup.py	1535	def get_package_data_and_package_dir():	STRING
LOW	setup.py	2980	def install_cpp_dist_and_build_test(install_dir, lib_test_dir, headers, libs):	CODE
LOW	setup.py	3036	def submodules_not_exists_or_empty(folder):	CODE
LOW	tools/gen_pybind11_stub.py	363	def check_remove_syntax_error(filename: str, limit: int = 10000):	CODE
LOW	tools/gen_pybind11_stub.py	555	def load_python_api_function_by_name(name: str) -> Any:	CODE
LOW	tools/gen_pybind11_stub.py	890	def _parse_dst_module_to_path(	CODE
LOW	tools/gen_tensor_stub.py	72	def create_builtin_annotation_renamer():	CODE
LOW	tools/gen_tensor_stub.py	86	def rename_builtin_annotation(annotation):	CODE
LOW	tools/count_api_without_core_ops.py	47	def split_with_and_without_core_ops(member, cur_name):	CODE
LOW	tools/count_api_without_core_ops.py	170	def get_apis_with_and_without_core_ops(modules):	CODE
LOW	tools/CheckPRTemplate.py	144	def check_precision_change_approval(body, pr_number, pr_user):	CODE
LOW	tools/CheckPRTemplate.py	280	def pull_request_event_template(event, repo, args, *kwargs):	CODE
LOW	tools/check_op_kernel_same_dtypes.py	84	def check_change_or_add_op_kernel_dtypes_valid():	CODE
LOW	tools/gen_ut_cmakelists.py	250	def _init_dist_ut_ports_from_cmakefile(self, cmake_file_name):	CODE
LOW	tools/gen_ut_cmakelists.py	289	def parse_assigned_dist_ut_ports(self, current_work_dir, depth=0):	STRING
LOW	tools/type_checking.py	326	def codeblock_identifier_to_filename(codeblock_identifier: str) -> str:	CODE
LOW	tools/get_pr_ut.py	169	def __get_comment_by_filetype(self, content, filetype):	CODE
LOW	tools/check_op_desc.py	407	def print_version_error_message(error_message):	CODE
LOW⚡	tools/check_aten_ops_signature.py	851	def torch_include_dirs_from_python() -> list[Path]:	CODE
LOW⚡	tools/check_aten_ops_signature.py	861	def discover_torch_include_dir(torch_include_dir: str \| None) -> Path:	CODE
LOW	tools/check_aten_ops_signature.py	88	def strip_comments_and_literals(text: str) -> str:	CODE
LOW	tools/check_aten_ops_signature.py	456	def strip_leading_signature_annotations(text: str) -> str:	CODE
LOW	tools/check_aten_ops_signature.py	493	def top_level_function_definitions(	CODE
LOW	tools/check_aten_ops_signature.py	600	def signature_without_templates(signature: CppSignature) -> CppSignature:	CODE
LOW	tools/check_aten_ops_signature.py	691	def tensor_class_declarations(	CODE
LOW	tools/check_aten_ops_signature.py	708	def class_section_declarations(	CODE
LOW	tools/check_aten_ops_signature.py	817	def parse_paddle_class_members(	CODE
LOW	tools/check_aten_ops_signature.py	1023	def check_tensor_body_members(	CODE
LOW	tools/check_aten_ops_signature.py	1054	def check_tensor_base_members(	CODE
LOW	tools/check_aten_ops_signature.py	1085	def is_paddle_internal_member(signature: CppSignature) -> bool:	CODE
LOW	tools/get_pr_title.py	57	def check_skip_distribute_test(title):	CODE
LOW	tools/check_abi_compatibility.py	108	def parse_readelf_dynamic_symbols(readelf_output: str) -> list[DynamicSymbol]:	CODE
LOW	tools/check_abi_compatibility.py	184	def is_protected_paddle_abi_symbol(symbol: DynamicSymbol) -> bool:	CODE
LOW	tools/check_abi_compatibility.py	193	def protected_symbols_by_name(	CODE
LOW	tools/check_abi_compatibility.py	338	def find_required_abi_approver(	CODE
LOW	tools/check_abi_compatibility.py	398	def check_abi_removal_approval(	CODE
LOW	tools/check_abi_compatibility.py	439	def check_abi_issues_approval(	CODE
LOW	tools/check_abi_compatibility.py	450	def _format_required_reviewers(reviewer: Iterable[str]) -> str:	CODE
LOW	tools/gpu_kernel_compare.py	67	def _create_config_signature_without_dtype(	CODE
LOW	tools/test_check_pr_approval.py	113	def test_check_with_required_reviewer_not_approved(self):	STRING
LOW	tools/check_only_change_python_files.py	58	def check_only_change_python_file(self):	CODE
LOW	tools/test_check_api_compatible.py	62	def test_args_places_exchanged(self):	CODE
LOW	tools/test_check_api_compatible.py	116	def test_args_places_exchanged(self):	CODE
LOW	tools/check_op_benchmark_result.py	56	def load_benchmark_result_from_logs_dir(logs_dir):	CODE
LOW	tools/sampcd_processor_utils.py	406	def get_full_api_from_pr_spec():	CODE
LOW	tools/sampcd_processor_utils.py	419	def extract_code_blocks_from_docstr(docstr, google_style=True):	CODE
LOW	tools/remove_grad_op_and_kernel.py	49	def remove_grad_op_and_kernel(content, pattern1, pattern2):	CODE
LOW	tools/codestyle/clang-tidy.py	77	def find_compilation_database(path, result="./"):	CODE
LOW	tools/codestyle/clang-tidy.py	205	def check_clang_apply_replacements_binary(args):	CODE
LOW	test/tools/test_gpu_kernel_compare.py	35	def test_all_gpu_kernel_detection(self):	CODE
LOW⚡	test/tools/test_check_aten_ops_signature.py	1028	def test_discover_torch_include_dir_argument(self):	CODE
LOW⚡	test/tools/test_check_aten_ops_signature.py	1034	def test_discover_torch_include_dir_from_python_helper(self):	CODE
LOW⚡	test/tools/test_check_aten_ops_signature.py	1044	def test_changed_aten_ops_headers_includes_modified_headers(self):	CODE
LOW	test/tools/test_check_aten_ops_signature.py	88	def check_changed_headers_only(self, header):	CODE
LOW	test/tools/test_check_aten_ops_signature.py	97	def test_free_function_signature_match(self):	CODE
LOW	test/tools/test_check_aten_ops_signature.py	126	def test_torch_api_free_function_declaration_match(self):	CODE
7205 more matches not shown…

Docstring Block Structure1588 hits · 7208 pts

Severity	File	Line	Snippet	Context
HIGH	tools/sampcd_processor_utils.py	222	A DocTester can be used to test the codeblock from the API's docstring. Attributes: style(str): `style` sh	STRING
HIGH	test/tokenizer/bert_tokenizer.py	44	Tokenizes a piece of text using basic tokenizer. Args: text (str): A piece of text.	STRING
HIGH	test/tokenizer/bert_tokenizer.py	188	Tokenizes a piece of text into its word pieces. This uses a greedy longest-match-first algorithm to per	STRING
HIGH	test/tokenizer/bert_tokenizer.py	374	Converts a string to a list of tokens. Args: text (str): The text to be tokenized.	STRING
HIGH	test/legacy_test/nets.py	280	:api_attr: Static Graph This api takes input as an DenseTensor. If input is a Tensor, please use :	STRING
HIGH	test/dygraph_to_static/simnet_dygraph_model.py	236	This interface is used to construct a callable object of the ``FC`` class. For more details, refer to code exam	STRING
HIGH	python/paddle/_paddle_docs.py	59	Acos Activation Operator. .. math:: out = cos^{-1}(x) Args: x (Tensor): Input of Acos ope	STRING
HIGH	python/paddle/_paddle_docs.py	98	Acosh Activation Operator. .. math:: out = acosh(x) Args: x (Tensor): Input of Acosh opera	STRING
HIGH	python/paddle/_paddle_docs.py	137	Sinh Activation Operator. .. math:: out = sinh(x) Args: x (Tensor): Input of Sinh operator	STRING
HIGH	python/paddle/_paddle_docs.py	178	Computes the minimum of tensor elements over the given axis Note: The difference between min and amin	STRING
HIGH	python/paddle/_paddle_docs.py	312	Computes both the minimum and maximum of tensor elements over the given axis. Note: Like amin and amax	STRING
HIGH	python/paddle/_paddle_docs.py	359	Computes the maximum of tensor elements over the given axis. Note: The difference between max and amax	STRING
HIGH	python/paddle/_paddle_docs.py	494	Computes the ``logical and`` of tensor elements over the given dimension. Args: x (Tensor): An N-D Ten	STRING
HIGH	python/paddle/_paddle_docs.py	566	Computes the indices of the max elements of the input tensor's element along the provided axis. Args:	STRING
HIGH	python/paddle/_paddle_docs.py	615	Computes the indices of the min elements of the input tensor's element along the provided axis. Args:	STRING
HIGH	python/paddle/_paddle_docs.py	663	Arctangent Operator. .. math:: out = tan^{-1}(x) Args: x (Tensor): Input of Atan operator,	STRING
HIGH	python/paddle/_paddle_docs.py	702	Atanh Activation Operator. .. math:: out = atanh(x) Args: x (Tensor): Input of Atan operat	STRING
HIGH	python/paddle/_paddle_docs.py	742	Element-wise arctangent of x/y with consideration of the quadrant. Equation: .. math:: atan2(x	STRING
HIGH	python/paddle/_paddle_docs.py	798	Calculates the log to the base 2 of the given input tensor, element-wise. .. math:: Out = \log_2x	STRING
HIGH	python/paddle/_paddle_docs.py	853	Calculates the log to the base 10 of the given input tensor, element-wise. .. math:: Out = \log_{10}x	STRING
HIGH	python/paddle/_paddle_docs.py	908	Asinh Activation Operator. .. math:: out = asinh(x) Args: x (Tensor): Input of Asinh opera	STRING
HIGH	python/paddle/_paddle_docs.py	947	Reciprocal Activation Operator. .. math:: out = \\frac{1}{x} Args: x (Tensor): Input of R	STRING
HIGH	python/paddle/_paddle_docs.py	986	Square each elements of the inputs. .. math:: out = x^2 Args: x (Tensor): Input of Square	STRING
HIGH	python/paddle/_paddle_docs.py	1023	Tangent Operator. Computes tangent of x element-wise. Input range is `(kpi-pi/2, kpi+pi/2)` and output range	STRING
HIGH	python/paddle/_paddle_docs.py	1064	Calculates the natural log of the given input tensor plus 1, element-wise. .. math:: Out = \ln(x+1)	STRING
HIGH	python/paddle/_paddle_docs.py	1105	Applies matrix multiplication to two tensors. `matmul` follows the complete broadcast rules, and its behavi	STRING
HIGH	python/paddle/_paddle_docs.py	1204	multiply two tensors element-wise. The equation is: .. math:: out = x * y Note: Supported	STRING
HIGH	python/paddle/_paddle_docs.py	1260	Calculates the log of the sum of exponential of ``x`` along ``axis`` . .. math:: logsumexp(x) = \log\su	STRING
HIGH	python/paddle/_paddle_docs.py	1319	softplus activation .. math:: softplus(x)=\begin{cases} \frac{1}{\beta} * \\log(1 + e^	STRING
HIGH	python/paddle/_paddle_docs.py	1359	The function used to calculate modified bessel function of order 0. Equation: .. math::	STRING
HIGH	python/paddle/_paddle_docs.py	1396	The function used to calculate exponentially scaled modified Bessel function of order 0. Equation: ..	STRING
HIGH	python/paddle/_paddle_docs.py	1436	Check if all :math:`x` and :math:`y` satisfy the condition: .. math:: \\left\| x - y \right\| \\leq atol	STRING
HIGH	python/paddle/_paddle_docs.py	1492	Return whether every element of input tensor is finite number or not. Args: x (Tensor): The input tens	STRING
HIGH	python/paddle/_paddle_docs.py	1521	Return whether every element of input tensor is `+/-INF` or not. Args: x (Tensor): The input tensor, i	STRING
HIGH	python/paddle/_paddle_docs.py	1550	Return whether every element of input tensor is `NaN` or not. Args: x (Tensor): The input tensor, it's	STRING
HIGH	python/paddle/_paddle_docs.py	1582	Roll the `x` tensor along the given axis(axes). With specific 'shifts', Elements that roll beyond the last posi	STRING
HIGH	python/paddle/_paddle_docs.py	1634	Ceil Operator. Computes ceil of x element-wise. .. math:: out = \\left \\lceil x \\right \\rceil	STRING
HIGH	python/paddle/_paddle_docs.py	1676	Computes the sum of tensor elements over the given dimension. This API has two signatures: 1. ``paddle.su	STRING
HIGH	python/paddle/_paddle_docs.py	1779	Puts values from the tensor values into the tensor x using the indices specified in indices (which is a tuple of Te	STRING
HIGH	python/paddle/_paddle_docs.py	1846	Computes the ``logical or`` of tensor elements over the given dimension, and return the result. Args:	STRING
HIGH	python/paddle/_paddle_docs.py	1919	Expand the input tensor ``x`` to the same shape as the input tensor ``y``. Both the number of dimensions of `	STRING
HIGH	python/paddle/_paddle_docs.py	1966	Sample input X by using bilinear interpolation or nearest interpolation based on flow field grid, which is usua	STRING
HIGH	python/paddle/_paddle_docs.py	2093	This API implements pixel shuffle operation. See more details in :ref:`PixelShuffle <api_paddle_nn_PixelShuffle	STRING
HIGH	python/paddle/_paddle_docs.py	2127	gelu activation. The activation function of Gelu is calculated element by element. More information refers to	STRING
HIGH	python/paddle/_paddle_docs.py	2193	Sigmoid Activation. .. math:: out = \\frac{1}{1 + e^{-x}} Args: x (Tensor): Input of Sigmo	STRING
HIGH	python/paddle/_paddle_docs.py	2235	Returns the truth value of :math:`x > y` elementwise, which is equivalent function to the overloaded operator `>`.	STRING
HIGH	python/paddle/_paddle_docs.py	2274	Sine Activation Operator. .. math:: out = sin(x) Args: x (Tensor): Input of Sin operator,	STRING
HIGH	python/paddle/_paddle_docs.py	2313	Returns sign of every element in `x`: For real numbers, 1 for positive, -1 for negative and 0 for zero. For complex	STRING
HIGH	python/paddle/_paddle_docs.py	2345	Calculates the lgamma of the given input tensor, element-wise. This operator performs elementwise lgamma for i	STRING
HIGH	python/paddle/_paddle_docs.py	2384	Calculates the natural log of the given input Tensor, element-wise. .. math:: Out = \ln(x) Args:	STRING
HIGH	python/paddle/_paddle_docs.py	2423	Rsqrt Activation Operator. Please make sure input is legal in case of numeric errors. .. math:: ou	STRING
HIGH	python/paddle/_paddle_docs.py	2464	Cosine Operator. Computes cosine of x element-wise. Input range is `(-inf, inf)` and output range is `[-1,1]`.	STRING
HIGH	python/paddle/_paddle_docs.py	2505	Cosh Activation Operator. Input range `(-inf, inf)`, output range `(1, inf)`. .. math:: out = \\fr	STRING
HIGH	python/paddle/_paddle_docs.py	2546	Floor Activation Operator. Computes floor of x element-wise. .. math:: out = \\lfloor x \\rfloor	STRING
HIGH	python/paddle/_paddle_docs.py	2587	Compare two tensors and returns a new tensor containing the element-wise maxima. The equation is: .. math::	STRING
HIGH	python/paddle/_paddle_docs.py	2654	Compare two tensors and return a new tensor containing the element-wise minima. The equation is: .. math::	STRING
HIGH	python/paddle/_paddle_docs.py	2720	Sqrt Activation Operator. .. math:: out=\\sqrt{x}=x^{1/2} Args: x (Tensor): Input of Sqrt	STRING
HIGH	python/paddle/_paddle_docs.py	2764	Returns the lower triangular part of a matrix (2-D tensor) or batch of matrices :attr:`x`, the other elements o	STRING
HIGH	python/paddle/_paddle_docs.py	2833	Return the upper triangular part of a matrix (2-D tensor) or batch of matrices :attr:`x`, the other elements of	STRING
HIGH	python/paddle/_paddle_docs.py	2904	Compute element-wise logical AND on ``x`` and ``y``, and return ``out``. ``out`` is N-dim boolean ``Tensor``. E	STRING
1528 more matches not shown…

Unused Imports4794 hits · 3579 pts

Severity	File	Line	Context
LOW	setup.py	15	CODE
LOW	tools/gen_pybind11_stub.py	15	CODE
LOW	tools/type_checking.py	24	CODE
LOW	tools/sampcd_processor.py	25	CODE
LOW	tools/check_aten_ops_signature.py	15	CODE
LOW	tools/check_abi_compatibility.py	21	CODE
LOW	tools/gpu_kernel_compare.py	15	CODE
LOW	tools/print_signatures.py	21	CODE
LOW	tools/sampcd_processor_utils.py	15	CODE
LOW	tools/sampcd_processor_utils.py	623	CODE
LOW	tools/sampcd_processor_utils.py	624	CODE
LOW	tools/commitlist.py	15	CODE
LOW	test/compat/test_place_pickle.py	15	CODE
LOW	test/compat/test_torch_proxy_mixed.py	95	CODE
LOW	test/compat/test_torch_proxy_mixed.py	108	CODE
LOW	…_modules/torch_proxy_local_enabled_package/__init__.py	15	CODE
LOW	test/compat/fake_torch_modules/torch/__init__.py	17	CODE
LOW	test/compat/fake_torch_modules/torch/__init__.py	17	CODE
LOW	test/compat/fake_torch_modules/torch/nn/__init__.py	15	CODE
LOW	test/ipu/op_test_ipu.py	14	CODE
LOW	test/flex_checkpoint/test_macros.py	15	CODE
LOW	test/ir/pir/cinn/llama_test_model.py	15	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_28.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_79.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_69.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_38.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_0.py	19	CODE
LOW	…st/ir/pir/cinn/sub_graphs/test_sub_graph_avg_pool2d.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_18.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_49.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_59.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_4.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_19.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_48.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_58.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_5.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_conv_nd.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_29.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_78.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_68.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_39.py	18	CODE
LOW	…/pir/cinn/sub_graphs/test_sub_graph_bfloat162float8.py	17	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_1.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_22.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_73.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_80.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_47.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_16.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_chunk.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_add_n.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_57.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_90.py	15	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_63.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_32.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_12.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_43.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_77.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_26.py	18	CODE
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_84.py	18	CODE
LOW	…/cinn/sub_graphs/test_sub_graph_adaptive_avg_pool2d.py	18	CODE
4734 more matches not shown…

Deep Nesting2355 hits · 2118 pts

Severity	File	Line	Context
LOW	setup.py	421	CODE
LOW	setup.py	995	CODE
LOW	setup.py	1535	CODE
LOW	tools/gen_pybind11_stub.py	580	CODE
LOW	tools/gen_pybind11_stub.py	695	CODE
LOW	tools/gen_pybind11_stub.py	777	CODE
LOW	tools/gen_tensor_stub.py	427	CODE
LOW	tools/gen_tensor_stub.py	599	CODE
LOW	tools/count_api_without_core_ops.py	47	CODE
LOW	tools/count_api_without_core_ops.py	95	CODE
LOW	tools/count_api_without_core_ops.py	116	CODE
LOW	tools/count_api_without_core_ops.py	136	CODE
LOW	tools/get_ut_mem_map.py	20	CODE
LOW	tools/get_single_test_cov.py	23	CODE
LOW	tools/get_single_test_cov.py	68	CODE
LOW	tools/get_single_test_cov.py	132	CODE
LOW	tools/CheckPRTemplate.py	58	CODE
LOW	tools/CheckPRTemplate.py	144	CODE
LOW	tools/CheckPRTemplate.py	251	CODE
LOW	tools/check_op_kernel_same_dtypes.py	84	CODE
LOW	tools/timeline.py	142	CODE
LOW	tools/timeline.py	215	CODE
LOW	tools/gen_ut_cmakelists.py	250	CODE
LOW	tools/gen_ut_cmakelists.py	289	CODE
LOW	tools/type_checking.py	104	CODE
LOW	tools/get_pr_ut.py	216	CODE
LOW	tools/get_pr_ut.py	299	CODE
LOW	tools/reduce_lib_size_util.py	23	CODE
LOW	tools/reduce_lib_size_util.py	51	CODE
LOW	tools/analysisPyXml.py	23	CODE
LOW	tools/check_op_desc.py	65	CODE
LOW	tools/check_op_desc.py	139	CODE
LOW	tools/check_op_desc.py	210	CODE
LOW	tools/check_op_desc.py	230	CODE
LOW	tools/prune_for_jetson.py	36	CODE
LOW	tools/prune_for_jetson.py	110	CODE
LOW	tools/check_aten_ops_signature.py	149	CODE
LOW	tools/check_aten_ops_signature.py	226	CODE
LOW	tools/check_aten_ops_signature.py	241	CODE
LOW	tools/check_aten_ops_signature.py	300	CODE
LOW	tools/check_aten_ops_signature.py	493	CODE
LOW	tools/check_aten_ops_signature.py	626	CODE
LOW	tools/check_aten_ops_signature.py	708	CODE
LOW	tools/gpu_kernel_compare.py	85	CODE
LOW	tools/print_signatures.py	84	CODE
LOW	tools/print_signatures.py	208	CODE
LOW	tools/check_op_benchmark_result.py	35	CODE
LOW	tools/get_ut_file_map.py	20	CODE
LOW	tools/get_ut_file_map.py	57	CODE
LOW	tools/final_ut_parallel_rule.py	20	CODE
LOW	tools/group_case_for_parallel.py	19	CODE
LOW	tools/sampcd_processor_utils.py	358	CODE
LOW	tools/sampcd_processor_utils.py	419	CODE
LOW	tools/sampcd_processor_utils.py	673	CODE
LOW	tools/analysis_build_time.py	35	CODE
LOW	tools/CrossStackProfiler/DCGMFileReader.py	105	CODE
LOW	tools/CrossStackProfiler/NetFileReader.py	28	CODE
LOW	tools/CrossStackProfiler/ProfileFileReader.py	56	CODE
LOW	tools/CrossStackProfiler/ProfileFileReader.py	71	CODE
LOW	tools/CrossStackProfiler/ProfileFileReader.py	199	CODE
2295 more matches not shown…

AI Structural Patterns1011 hits · 936 pts

Severity	File	Line	Context
LOW	tools/CheckPRTemplate.py	42	CODE
LOW	tools/CheckPRTemplate.py	248	CODE
LOW	tools/sampcd_processor.py	361	CODE
LOW	test/standalone_executor/test_standalone_executor.py	290	CODE
LOW	test/standalone_executor/test_standalone_controlflow.py	109	CODE
LOW	test/ir/test_inference_datatype.py	37	CODE
LOW	test/ir/test_inference_datatype_pir.py	37	CODE
LOW	test/ir/pir/test_pir_to_static.py	27	CODE
LOW	test/ir/pir/test_pir_to_static.py	44	CODE
LOW	test/ir/pir/test_pir_to_static.py	208	CODE
LOW	test/ir/pir/test_symbol_overload.py	36	CODE
LOW	test/ir/pir/test_symbol_overload.py	49	CODE
LOW	test/ir/pir/cinn/llama_test_model.py	30	CODE
LOW	test/ir/pir/cinn/llama_test_model.py	233	CODE
LOW	test/ir/pir/cinn/test_dynamic_shape.py	97	CODE
LOW	test/ir/pir/cinn/test_dynamic_shape.py	115	CODE
LOW	test/ir/pir/cinn/test_slice_cinn.py	48	CODE
LOW	test/ir/pir/cinn/test_enable_cinn_kernel_cache_2.py	55	CODE
LOW	test/ir/pir/cinn/test_enable_cinn_kernel_cache_2.py	78	CODE
LOW	test/ir/pir/cinn/test_cinn_reduce_sum.py	53	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	52	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	62	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	72	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	84	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	107	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	132	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	142	CODE
LOW	test/ir/pir/cinn/test_cinn_sub_graph.py	224	CODE
LOW	test/ir/pir/cinn/test_graph.py	102	CODE
LOW	test/ir/pir/cinn/test_enable_cinn_kernel_cache.py	55	CODE
LOW	test/ir/pir/cinn/test_enable_cinn_kernel_cache.py	78	CODE
LOW	test/ir/pir/cinn/adt/test_cinn_sub_graph_map_expr.py	40	CODE
LOW	test/ir/pir/cinn/inference/test_llama_forward.py	87	CODE
LOW	test/ir/pir/cinn/inference/test_llama_while.py	78	CODE
LOW	test/ir/pir/cinn/inference/test_llama_inference.py	185	CODE
LOW	…ir/pir/cinn/symbolic/test_cinn_input_shape_symbolic.py	108	CODE
LOW	…ir/pir/cinn/symbolic/test_single_op_fallback_to_phi.py	38	CODE
LOW	…ir/pir/cinn/symbolic/test_single_op_fallback_to_phi.py	65	CODE
LOW	…ir/pir/cinn/symbolic/test_single_op_fallback_to_phi.py	86	CODE
LOW	…st/ir/pir/cinn/symbolic/test_llama_unsqueeze_expand.py	43	CODE
LOW	test/ir/pir/cinn/symbolic/test_cinn_merge_expand.py	37	CODE
LOW	test/ir/pir/cinn/symbolic/test_dyshape_mean.py	35	CODE
LOW	…t/ir/pir/cinn/symbolic/test_llama_group_log_softmax.py	65	CODE
LOW	test/ir/pir/cinn/symbolic/test_sub_graph_for_backend.py	40	CODE
LOW	test/ir/pir/cinn/symbolic/test_reshape_zero_shape.py	45	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	45	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	67	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	109	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	138	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	217	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	245	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	271	CODE
LOW	…ir/pir/cinn/symbolic/test_infer_sym_shape_binary_op.py	320	CODE
LOW	test/ir/pir/cinn/symbolic/test_cinn_data_symbol_arg.py	95	CODE
LOW	test/ir/pir/cinn/symbolic/test_cinn_cpu_kernel.py	62	CODE
LOW	…t/ir/pir/cinn/symbolic/test_llama_transpose_reshape.py	42	CODE
LOW	…t/ir/pir/cinn/symbolic/test_llama_transpose_reshape.py	88	CODE
LOW	…r/pir/cinn/symbolic/test_infer_sym_shape_nullary_op.py	67	CODE
LOW	…r/pir/cinn/symbolic/test_infer_sym_shape_nullary_op.py	78	CODE
LOW	…r/pir/cinn/symbolic/test_infer_sym_shape_nullary_op.py	104	CODE
951 more matches not shown…

Empty Error Handlers178 hits · 888 pts

Severity	File	Line	Snippet	Context
HIGH	tools/count_api_without_core_ops.py	73	except:	CODE
HIGH	tools/count_api_without_core_ops.py	90	except:	CODE
HIGH	tools/type_checking.py	126	except OSError:	CODE
HIGH	tools/type_checking.py	150	except OSError:	CODE
HIGH	tools/type_checking.py	154	except OSError:	CODE
HIGH	tools/check_op_benchmark_result.py	47	except ValueError:	CODE
HIGH	tools/dockerfile/build_scripts/manylinux1-check.py	33	except (ImportError, AttributeError):	CODE
HIGH	tools/codestyle/copyright.py	72	except StopIteration:	CODE
HIGH	test/compat/test_event_stream_apis.py	63	except Exception:	CODE
HIGH	test/compat/test_event_stream_apis.py	125	except AssertionError:	CODE
HIGH	test/compat/test_event_stream_apis.py	299	except Exception:	CODE
HIGH	test/compat/test_event_stream_apis.py	262	except Exception:	CODE
HIGH	test/ir/inference/dist_llama_inference_model.py	788	except:	CODE
HIGH	test/collective/communication_zero_sm_api_dygraph.py	232	except AttributeError:	CODE
HIGH	test/collective/fleet/hybrid_parallel_pp_layers.py	341	except (TypeError, StopIteration):	CODE
HIGH	…ollective/fleet/hybrid_parallel_sharding_state_dict.py	271	except:	CODE
HIGH	test/collective/fleet/test_auto_checkpoint.py	268	except Exception as e:	CODE
HIGH	…e/fleet/hybrid_parallel_pp_layer_with_virtual_stage.py	90	except PermissionError:	CODE
HIGH	…ollective/fleet/hybrid_parallel_pp_transformer_save.py	74	except:	CODE
HIGH	…rid_parallel_pp_transformer_save_with_virtual_stage.py	79	except:	CODE
HIGH	test/collective/fleet/test_fleet_checkpoint.py	109	except:	CODE
HIGH	test/collective/fleet/test_fleet_checkpoint.py	123	except:	CODE
HIGH	test/xpu/test_prelu_op_xpu.py	202	except ValueError as e:	CODE
HIGH	test/distribution/parameterize.py	165	except AttributeError:	CODE
HIGH	test/test_flashmask_ci/test_fwd_md5sum.py	241	except FileNotFoundError:	CODE
HIGH	test/coverage_test/test_coverage_amp_ops.py	61	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	124	except Exception as e:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	196	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	257	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	327	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	389	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	465	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	554	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_moe_unpermute.py	460	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_layer_gen.py	125	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_layer_gen.py	138	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_layer_gen.py	151	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_layer_gen.py	162	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_layer_gen.py	171	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_quantized_linear.py	46	except (ValueError, RuntimeError):	CODE
HIGH	test/coverage_test/test_coverage_quantized_linear.py	219	except AssertionError:	CODE
HIGH	test/coverage_test/test_coverage_quantized_linear.py	221	except RuntimeError:	CODE
HIGH	test/coverage_test/test_coverage_quantized_linear.py	511	except ValueError:	CODE
HIGH	test/coverage_test/test_coverage_quantized_linear.py	150	except AssertionError:	CODE
HIGH	…st/coverage_test/test_coverage_flash_attention_func.py	481	except Exception:	CODE
HIGH	…st/coverage_test/test_coverage_flash_attention_func.py	502	except Exception:	CODE
HIGH	…st/coverage_test/test_coverage_flash_attention_func.py	535	except Exception:	CODE
HIGH	…st/coverage_test/test_coverage_flash_attention_func.py	554	except Exception:	CODE
HIGH	…st/coverage_test/test_coverage_flash_attention_func.py	598	except Exception:	CODE
HIGH	…st/coverage_test/test_coverage_flash_attention_func.py	630	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_flash_attention.py	61	except AssertionError:	CODE
HIGH	test/coverage_test/test_coverage_flash_attention.py	80	except (AssertionError, RuntimeError):	CODE
HIGH	test/coverage_test/test_coverage_flash_attention.py	92	except (AssertionError, RuntimeError):	CODE
HIGH	test/coverage_test/test_coverage_flash_attention.py	104	except (AssertionError, RuntimeError):	CODE
HIGH	test/coverage_test/test_coverage_flash_attention.py	117	except Exception:	CODE
HIGH	test/coverage_test/test_coverage_flash_attention.py	130	except Exception:	CODE
HIGH	test/legacy_test/test_slice_scatter.py	31	except:	CODE
HIGH	test/legacy_test/test_fused_comm_buffer.py	49	except ValueError:	CODE
HIGH	test/legacy_test/test_fs_interface.py	37	except NotImplementedError as e:	CODE
HIGH	test/legacy_test/test_fleet_elastic_collective.py	68	except Exception as e:	CODE
118 more matches not shown…

Cross-File Repetition168 hits · 840 pts

Severity	File	Line	Snippet	Context
HIGH	tools/reduce_lib_size_util.py	0	this script simply removes grad ops and kernels. you should use this script when cmake on_infer=on, which can greatly re	STRING
HIGH	tools/prune_for_jetson.py	0	this script simply removes grad ops and kernels. you should use this script when cmake on_infer=on, which can greatly re	STRING
HIGH	tools/remove_grad_op_and_kernel.py	0	this script simply removes grad ops and kernels. you should use this script when cmake on_infer=on, which can greatly re	STRING
HIGH	test/ir/pir/cinn/llama_test_model.py	0	expands attention_mask from `[batch_size, src_length]` to `[batch_size, 1, tgt_length, src_length]`.	STRING
HIGH	…rallel/hybrid_strategy/to_distributed_api_for_llama.py	0	expands attention_mask from `[batch_size, src_length]` to `[batch_size, 1, tgt_length, src_length]`.	STRING
HIGH	…llel/hybrid_strategy/semi_auto_parallel_llama_model.py	0	expands attention_mask from `[batch_size, src_length]` to `[batch_size, 1, tgt_length, src_length]`.	STRING
HIGH	test/ir/inference/auto_scan_test.py	0	prepare tensorrt subgraph engine dynamic shape parameters.	STRING
HIGH	test/ir/inference/quant_dequant_test.py	0	prepare tensorrt subgraph engine dynamic shape parameters.	STRING
HIGH	test/ir/inference/inference_pass_test.py	0	prepare tensorrt subgraph engine dynamic shape parameters.	STRING
HIGH	test/collective/fleet/parallel_dygraph_transformer.py	0	generate the initial values for the sinusoid position encoding table.	STRING
HIGH	test/legacy_test/transformer_model.py	0	generate the initial values for the sinusoid position encoding table.	STRING
HIGH	…cy_test/test_imperative_transformer_sorted_gradient.py	0	generate the initial values for the sinusoid position encoding table.	STRING
HIGH	test/dygraph_to_static/transformer_dygraph_model.py	0	generate the initial values for the sinusoid position encoding table.	STRING
HIGH	test/xpu/test_generate_proposals_v2_op_xpu.py	0	apply intersection-over-union overlap between box_a and box_b	STRING
HIGH	test/legacy_test/test_generate_proposals_v2_op.py	0	apply intersection-over-union overlap between box_a and box_b	STRING
HIGH	test/legacy_test/test_multiclass_nms_op.py	0	apply intersection-over-union overlap between box_a and box_b	STRING
HIGH	test/legacy_test/test_nms_op.py	0	apply intersection-over-union overlap between box_a and box_b	STRING
HIGH	test/xpu/test_softmax_op_xpu.py	0	compute the softmax of vector x in a numerically stable way.	STRING
HIGH	…/xpu/test_collective_softmax_with_cross_entropy_xpu.py	0	compute the softmax of vector x in a numerically stable way.	STRING
HIGH	test/legacy_test/test_fused_multihead_matmul_op.py	0	compute the softmax of vector x in a numerically stable way.	STRING
HIGH	test/legacy_test/test_softmax_op.py	0	compute the softmax of vector x in a numerically stable way.	STRING
HIGH	…cy_test/c_softmax_with_multi_label_cross_entropy_op.py	0	compute the softmax of vector x in a numerically stable way.	STRING
HIGH	test/legacy_test/c_softmax_with_cross_entropy_op.py	0	compute the softmax of vector x in a numerically stable way.	STRING
HIGH	test/onednn/test_softmax_bf16_onednn_op.py	0	compute the softmax of vector x in a numerically stable way.	STRING
HIGH	test/xpu/test_lamb_op_xpu.py	0	simulate one step of the adam optimizer :param inputs: dict of inputs :param attributes: dict of attributes :return tupl	STRING
HIGH	test/legacy_test/test_lamb_op.py	0	simulate one step of the adam optimizer :param inputs: dict of inputs :param attributes: dict of attributes :return tupl	STRING
HIGH	test/xpu/test_adam_op_xpu.py	0	simulate one step of the adam optimizer :param inputs: dict of inputs :param attributes: dict of attributes :return tupl	STRING
HIGH	test/legacy_test/test_adam_op.py	0	simulate one step of the adam optimizer :param inputs: dict of inputs :param attributes: dict of attributes :return tupl	STRING
HIGH	test/xpu/test_fill_diagonal_tensor_op_xpu.py	0	fill value into the diagonal of x that offset is ${offset} and the coordinate system is (dim1, dim2).	STRING
HIGH	test/legacy_test/test_fill_diagonal_tensor_op.py	0	fill value into the diagonal of x that offset is ${offset} and the coordinate system is (dim1, dim2).	STRING
HIGH	test/legacy_test/test_diagonal_scatter.py	0	fill value into the diagonal of x that offset is ${offset} and the coordinate system is (dim1, dim2).	STRING
HIGH	test/xpu/test_bilinear_interp_v2_op_xpu.py	0	bilinear interpolation implement in shape [n, c, h, w]	STRING
HIGH	test/legacy_test/test_bilinear_interp_v2_op.py	0	bilinear interpolation implement in shape [n, c, h, w]	STRING
HIGH	test/legacy_test/test_interp_recompute_scale_factor.py	0	bilinear interpolation implement in shape [n, c, h, w]	STRING
HIGH	test/onednn/test_bilinear_interp_v2_onednn_op.py	0	bilinear interpolation implement in shape [n, c, h, w]	STRING
HIGH	test/xpu/test_nearest_interp_v2_op_xpu.py	0	nearest neighbor interpolation implement in shape [n, c, h, w]	STRING
HIGH	test/legacy_test/test_nearest_interp_v2_op.py	0	nearest neighbor interpolation implement in shape [n, c, h, w]	STRING
HIGH	test/legacy_test/test_interp_recompute_scale_factor.py	0	nearest neighbor interpolation implement in shape [n, c, h, w]	STRING
HIGH	test/onednn/test_nearest_interp_v2_onednn_op.py	0	nearest neighbor interpolation implement in shape [n, c, h, w]	STRING
HIGH	…st/legacy_test/test_dist_fleet_sparse_embedding_ctr.py	0	network definition args: batch_size(int): the size of mini-batch for training lr(float): learning rate of training retur	STRING
HIGH	test/legacy_test/fleet_heter_ps_training.py	0	network definition args: batch_size(int): the size of mini-batch for training lr(float): learning rate of training retur	STRING
HIGH	test/legacy_test/dist_fleet_sparse_embedding_ctr.py	0	network definition args: batch_size(int): the size of mini-batch for training lr(float): learning rate of training retur	STRING
HIGH	test/legacy_test/dist_fleet_heter_pipeline_ctr.py	0	network definition args: batch_size(int): the size of mini-batch for training lr(float): learning rate of training retur	STRING
HIGH	test/legacy_test/dist_fleet_ctr.py	0	network definition args: batch_size(int): the size of mini-batch for training lr(float): learning rate of training retur	STRING
HIGH	test/legacy_test/test_compat_unfold.py	0	test whether there will be correct exception when users pass paddle.split kwargs in paddle.compat.split, vice versa.	STRING
HIGH	test/legacy_test/test_compat_split_static.py	0	test whether there will be correct exception when users pass paddle.split kwargs in paddle.compat.split, vice versa.	STRING
HIGH	test/legacy_test/test_compat_split.py	0	test whether there will be correct exception when users pass paddle.split kwargs in paddle.compat.split, vice versa.	STRING
HIGH	test/legacy_test/dist_fleet_sparse_embedding_ctr.py	0	do training using dataset, using fetch handler to catch variable args: fleet(fleet api): the fleet object of parameter s	STRING
HIGH	test/legacy_test/dist_fleet_ctr.py	0	do training using dataset, using fetch handler to catch variable args: fleet(fleet api): the fleet object of parameter s	STRING
HIGH	test/legacy_test/dist_fleet_simnet_bow.py	0	do training using dataset, using fetch handler to catch variable args: fleet(fleet api): the fleet object of parameter s	STRING
HIGH	test/legacy_test/dist_fleet_ctr_ps_gpu.py	0	do training using dataset, using fetch handler to catch variable args: fleet(fleet api): the fleet object of parameter s	STRING
HIGH	test/dygraph_to_static/test_resnet.py	0	tests model decorated by `dygraph_to_static_output` in static graph mode. for users, the model is defined in dygraph mod	STRING
HIGH	test/dygraph_to_static/test_resnet_amp.py	0	tests model decorated by `dygraph_to_static_output` in static graph mode. for users, the model is defined in dygraph mod	STRING
HIGH	test/dygraph_to_static/test_resnet_pure_fp16.py	0	tests model decorated by `dygraph_to_static_output` in static graph mode. for users, the model is defined in dygraph mod	STRING
HIGH	test/dygraph_to_static/test_pylayer.py	0	tests model decorated by `dygraph_to_static_output` in static graph mode. for users, the model is defined in dygraph mod	STRING
HIGH	python/paddle/pir/math_op_patch.py	0	whether this tensor requires gradient computation. this is a convenience property that returns the opposite of stop_grad	STRING
HIGH	python/paddle/base/layers/math_op_patch.py	0	whether this tensor requires gradient computation. this is a convenience property that returns the opposite of stop_grad	STRING
HIGH	python/paddle/base/dygraph/math_op_patch.py	0	whether this tensor requires gradient computation. this is a convenience property that returns the opposite of stop_grad	STRING
HIGH	python/paddle/pir/math_op_patch.py	0	set whether this tensor requires gradient computation. args: requires_grad (bool): true to enable gradient computation,	STRING
HIGH	python/paddle/base/layers/math_op_patch.py	0	set whether this tensor requires gradient computation. args: requires_grad (bool): true to enable gradient computation,	STRING
108 more matches not shown…

Decorative Section Separators218 hits · 708 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.cmake-format.py	15	# -----------------------------	COMMENT
MEDIUM⚡	.cmake-format.py	17	# -----------------------------	COMMENT
MEDIUM⚡	.cmake-format.py	22	# ------------------------------------------------	COMMENT
MEDIUM⚡	.cmake-format.py	24	# ------------------------------------------------	COMMENT
MEDIUM⚡	.cmake-format.py	34	# ----------------------------------	COMMENT
MEDIUM⚡	.cmake-format.py	36	# ----------------------------------	COMMENT
MEDIUM	tools/enforce/count_all_enforce.sh	35	# ----------------------------	COMMENT
MEDIUM	tools/enforce/count_all_enforce.sh	37	# ----------------------------	COMMENT
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	28	# ==============================================================================	COMMENT
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	31	# ==============================================================================	COMMENT
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	132	# ==============================================================================	COMMENT
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	134	# ==============================================================================	COMMENT
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	240	# ==============================================================================	COMMENT
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	242	# ==============================================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	81	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	104	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	127	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	235	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	258	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	281	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	375	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	425	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	529	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	622	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	26	# ------------------------------------------------------	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	49	# ------------------------------------------------------	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	70	# ------------------------------------------------------	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	81	# ------------------------------------------------------	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	90	# ------------------------------------------------------	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	101	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	133	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	165	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	257	# ------------------------------------------------------	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	259	# ======================================================	COMMENT
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	310	# ======================================================	COMMENT
MEDIUM	test/ir/inference/test_use_optimized_model_api.py	36	# -------------------------------------------------------------	COMMENT
MEDIUM	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	89	# ------------------------------------------------------------------	COMMENT
MEDIUM	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	91	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	529	# ---------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	531	# ---------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	561	# ---------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	563	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	test/legacy_test/test_elementwise_heaviside_op.py	589	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	test/legacy_test/test_elementwise_heaviside_op.py	591	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	test/legacy_test/test_elementwise_heaviside_op.py	597	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	test/legacy_test/test_elementwise_heaviside_op.py	599	# ---------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_slow_conv_op.py	115	# =================================================================	COMMENT
MEDIUM	test/legacy_test/test_slow_conv_op.py	117	# =================================================================	COMMENT
MEDIUM	test/legacy_test/test_slow_conv_op.py	216	# =================================================================	COMMENT
MEDIUM	test/legacy_test/test_slow_conv_op.py	218	# =================================================================	COMMENT
MEDIUM⚡	test/legacy_test/test_muon_2d_partition.py	289	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/legacy_test/test_muon_2d_partition.py	291	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	111	# ── dtype coverage ──────────────────────────────────────────────────	COMMENT
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	168	# ── shape coverage ──────────────────────────────────────────────────	COMMENT
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	190	# ── stream ordering ─────────────────────────────────────────────────	COMMENT
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	435	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	437	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	731	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	734	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/legacy_test/test_pylayer_clear_dataptr.py	236	# ------------------------------------------------------------------	COMMENT
158 more matches not shown…

Cross-Language Confusion138 hits · 636 pts

Severity	File	Line	Snippet	Context
HIGH	tools/pyCov_multithreading.py	53	os.system(f'cd {path} && pwd && coverage xml -i -o python-coverage.xml')	CODE
HIGH	tools/get_pr_ut.py	271	f"cd {PADDLE_ROOT}build && ctest -N",	CODE
HIGH	tools/prune_for_jetson.py	105	" && git apply tools/infer_prune_patches/*.patch && cd -"	CODE
HIGH	tools/get_ut_file_map.py	37	rf'cd {rootPath}/build && ctest -N -V \| grep -Ei "Test[ \t]+#" \| grep -oEi "\w+$" > {all_uts_paddle}'	CODE
HIGH	tools/group_case_for_parallel.py	35	f'cd {rootPath}/tools && wget --no-proxy https://paddle-windows.bj.bcebos.com/pre_test_bak_20230908/{fil	CODE
HIGH	tools/group_case_for_parallel.py	39	f'cd {rootPath}/tools && wget --no-proxy https://paddle-docker-tar.bj.bcebos.com/pre_test_bak_20230908/{	CODE
HIGH	tools/continuous_integration/bisect.py	99	f'git checkout {args.bisect_branch} && git clean -fd && git checkout .'	CODE
HIGH	…t/custom_runtime/test_collective_process_group_xccl.py	49	os.system("rm -rf log && mkdir -p log")	CODE
HIGH	…t/custom_runtime/test_collective_process_group_xccl.py	159	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(	CODE
HIGH	test/custom_runtime/test_custom_op_setup.py	119	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8 \	CODE
HIGH	test/custom_runtime/test_custom_cpu_to_static.py	110	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(	CODE
HIGH	test/custom_runtime/test_custom_cpu_profiler_plugin.py	32	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(	CODE
HIGH	test/custom_runtime/test_custom_cpu_plugin.py	34	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(	CODE
HIGH	test/distribution/test_distribution_bernoulli.py	118	KL[a \|\| b] = Pa * Log[Pa / Pb] + (1 - Pa) * Log[(1 - Pa) / (1 - Pb)]	STRING
HIGH	test/legacy_test/test_elementwise_heaviside_op.py	481	Fix: add early-return guards in ElemwiseGradBroadcast1CUDA (h==0 \|\| w==0)	STRING
HIGH	test/legacy_test/test_elementwise_heaviside_op.py	482	and ElemwiseGradBroadcast2CUDA (pre==0 \|\| n==0 \|\| post==0).	STRING
HIGH	…ization/quant2_int8_image_classification_comparison.py	335	f'Accepted top1 accuracy drop threshold: {threshold}. (condition: (Quant_top1_acc - IN8_top1_acc) <= thresho	CODE
HIGH	test/custom_op/test_check_abi.py	59	# Mac: clang has no version limitation, always return true	COMMENT
HIGH	test/sot/test_stack.py	44	stack.push(1)	CODE
HIGH	test/sot/test_stack.py	45	stack.push(2)	CODE
HIGH	python/paddle/_paddle_docs.py	753	&\text{undefined} & x=0, y = 0	CODE
HIGH	python/paddle/_paddle_docs.py	2957	out = x \|\| y	CODE
HIGH	python/paddle/_paddle_docs.py	3048	out = (x \|\| y) \&\& !(x \&\& y)	CODE
HIGH	python/paddle/nn/initializer/kaiming.py	184	# var.place._type() means undefined, happens when initializer is specified in ParamAttr	COMMENT
HIGH	python/paddle/nn/layer/common.py	305	if align_corners = True && out_size > 1 :	CODE
HIGH	python/paddle/nn/functional/common.py	328	if align_corners = True && out_size > 1 :	CODE
HIGH	python/paddle/nn/functional/common.py	1035	if align_corners = True && out_size > 1 :	CODE
HIGH	python/paddle/io/dataloader/dataloader_iter.py	285	self._blocking_queue.push(array)	CODE
HIGH	python/paddle/io/dataloader/dataloader_iter.py	658	if not self._blocking_queue.push(array):	CODE
HIGH	python/paddle/distribution/laplace.py	387	r"""Calculate the KL divergence KL(self \|\| other) with two Laplace instances.	STRING
HIGH	python/paddle/distribution/geometric.py	326	r"""Calculate the KL divergence KL(self \|\| other) with two Geometric instances.	STRING
HIGH	python/paddle/distribution/bernoulli.py	459	KL(a \|\| b) = p_a \log(p_a / p_b) + (1 - p_a) \log((1 - p_a) / (1 - p_b))	CODE
HIGH	python/paddle/vision/ops.py	1986	Their relation should be ``0 <= x1 < x2 && 0 <= y1 < y2``.	CODE
HIGH	python/paddle/jit/dy2static/transformers/utils.py	425	a.push(0) don't modify the variable a, but the content	CODE
HIGH	python/paddle/jit/dy2static/transformers/utils.py	440	b.push(1)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	767	self.stack.push(	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	770	self.stack.push(old_exception)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	771	self.stack.push(	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	780	self.stack.push(	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	785	self.stack.push(ConstantVariable.wrap_literal(None, self._graph))	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	786	self.stack.push(exception_var)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	787	self.stack.push(	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	825	self.stack.push(self.stack.peek[instr.arg])	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	828	self.stack.push(self.stack.top)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	832	self.stack.push(ref)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	990	self.stack.push(	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	998	self.stack.push(var)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1003	self.stack.push(const_var)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1014	self.stack.push(self.vframe.cells[name])	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1018	self.stack.push(self.vframe.locals[instr.argval].cell_content())	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1022	self.stack.push(self.vframe.cells[name].cell_content())	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1031	self.stack.push(var)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1039	self.stack.push(int_var)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1057	self.stack.push(NullVariable())	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1065	self.stack.push(value)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1067	self.stack.push(NullVariable())	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1086	self.stack.push(method.fn)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1087	self.stack.push(obj)	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1091	self.stack.push(NullVariable())	CODE
HIGH⚡	…/jit/sot/opcode_translator/executor/opcode_executor.py	1092	self.stack.push(method)	CODE
78 more matches not shown…

Modern Structural Boilerplate574 hits · 564 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	583	__all__ = ['cuda', 'cudnn', 'nccl', 'show', 'xpu', 'xpu_xre', 'xpu_xccl', 'xpu_xhpc', 'tensorrt', 'cuda_archs', 'hip']	CODE
LOW	tools/count_api_without_core_ops.py	21	__all__ = [	CODE
LOW	tools/type_checking.py	55	def set_debug(self, debug: bool) -> None:	CODE
LOW	tools/sampcd_processor_utils.py	27	logger = logging.getLogger(__name__)	CODE
LOW	tools/commitlist.py	294	def update_many(self, records: Iterable[PullRequestRecord]) -> None:	CODE
LOW	…_modules/torch_proxy_local_enabled_package/__init__.py	17	__all__ = ["submodule"]	CODE
LOW	test/ir/inference/program_config.py	294	def set_input_type(self, _type: np.dtype) -> None:	CODE
LOW	test/dataset/cifar_test.py	19	__all__ = []	CODE
LOW	test/dataset/flowers_test.py	19	__all__ = []	CODE
LOW	test/dataset/test_image.py	28	__all__ = []	CODE
LOW	test/dataset/voc2012_test.py	19	__all__ = []	CODE
LOW	test/dataset/imdb_test.py	20	__all__ = []	CODE
LOW	test/dataset/wmt16_test.py	19	__all__ = []	CODE
LOW	test/dataset/imikolov_test.py	21	__all__ = []	CODE
LOW	test/dataset/mnist_test.py	19	__all__ = []	CODE
LOW	…est_incubate_build_src_rank_and_local_expert_id_xpu.py	23	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/test_incubate_fused_loss.py	27	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/test_sparse_conv_op.py	30	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/decorator_helper.py	17	__all__ = ['many_times', 'prog_scope']	CODE
LOW	…st/test_incubate_build_src_rank_and_local_expert_id.py	23	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/test_dist_fleet_heter_base.py	33	__all__ = ['FleetDistHeterRunnerBase', 'TestFleetHeterBase', 'runtime_main']	CODE
LOW	test/legacy_test/utils.py	34	__all__ = ['DyGraphProgramDescTracerTestHelper', 'is_equal_program']	CODE
LOW	test/legacy_test/autodiff_checker_helper.py	28	__all__ = ['check_vjp']	CODE
LOW	test/legacy_test/test_sparse_conv_igemm_op.py	27	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/test_dist_fleet_base.py	40	__all__ = ['FleetDistRunnerBase', 'TestFleetBase', 'runtime_main']	CODE
LOW	test/legacy_test/test_decorator.py	22	__all__ = []	CODE
LOW	test/legacy_test/ernie_utils/top2_gate.py	55	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/ernie_utils/moe_all_gather_layer.py	57	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/ernie_utils/moe_layer.py	60	logger = logging.getLogger(__name__)	CODE
LOW	test/legacy_test/ernie_utils/moe_layer_uneven.py	38	logger = logging.getLogger(__name__)	CODE
LOW	test/distributed_passes/model_zoo.py	24	__all__ = [	CODE
LOW	test/auto_parallel/PipelineStage_demo.py	51	logger = logging.getLogger(__name__)	CODE
LOW	test/dygraph_to_static/tsm_config_utils.py	17	logger = logging.getLogger(__name__)	CODE
LOW⚡	…prim/prim/vjp/eager/test_comp_eager_batch_norm_grad.py	45	def set_dtype(self, dtype) -> None:	CODE
LOW⚡	…prim/prim/vjp/eager/test_comp_eager_batch_norm_grad.py	48	def set_shape(self, shape) -> None:	CODE
LOW⚡	…prim/prim/vjp/eager/test_comp_eager_batch_norm_grad.py	51	def set_training(self, training) -> None:	CODE
LOW⚡	…prim/prim/vjp/eager/test_comp_eager_batch_norm_grad.py	54	def set_momentum(self, momentum) -> None:	CODE
LOW⚡	…prim/prim/vjp/eager/test_comp_eager_batch_norm_grad.py	57	def set_epsilon(self, epsilon) -> None:	CODE
LOW⚡	…prim/prim/vjp/eager/test_comp_eager_batch_norm_grad.py	60	def set_data_format(self, data_format) -> None:	CODE
LOW⚡	…prim/prim/vjp/eager/test_comp_eager_batch_norm_grad.py	63	def set_use_global_stats(self, use_global_stats) -> None:	CODE
LOW	test/ps/static_gpubox_trainer.py	30	logger = logging.getLogger(__name__)	CODE
LOW	test/ps/dataset_generator_criteo.py	21	logger = logging.getLogger(__name__)	CODE
LOW	python/paddle/signal.py	36	__all__ = [	CODE
LOW	python/paddle/batch.py	23	__all__ = []	CODE
LOW	python/paddle/__init__.py	1130	__all__ = [	CODE
LOW	python/paddle/random.py	20	__all__ = ["initial_seed"]	CODE
LOW	python/paddle/hub.py	17	__all__ = ['list', 'help', 'load', 'load_state_dict_from_url']	CODE
LOW	python/paddle/paddle_version.py	24	__all__ = ["PaddleVersion"]	CODE
LOW	python/paddle/functional.py	26	__all__ = [	CODE
LOW	python/paddle/linalg.py	64	__all__ = [	CODE
LOW	python/paddle/callbacks.py	26	__all__ = [	CODE
LOW	python/paddle/_legacy_C_ops.py	18	__all__ = []	CODE
LOW	python/paddle/regularizer.py	23	__all__ = ['L1Decay', 'L2Decay']	CODE
LOW	python/paddle/fft.py	41	__all__ = [	CODE
LOW	python/paddle/_C_ops.py	17	__all__ = []	CODE
LOW	python/paddle/sysconfig.py	19	__all__ = ['get_include', 'get_lib']	CODE
LOW	python/paddle/_pir_ops.py	17	__all__ = []	CODE
LOW	python/paddle/special.py	30	__all__ = [	CODE
LOW	python/paddle/reader/decorator.py	47	__all__ = []	CODE
LOW	python/paddle/reader/__init__.py	81	__all__ = []	STRING
514 more matches not shown…

Excessive Try-Catch Wrapping416 hits · 482 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	547	except Exception as e:	CODE
MEDIUM	setup.py	548	print(f"Error while getting TensorRT version: {e}")	CODE
LOW	setup.py	1365	except Exception as e:	STRING
LOW	setup.py	2939	except Exception as e:	CODE
LOW	setup.py	3055	except Exception:	CODE
MEDIUM	setup.py	296	def git_commit() -> str:	CODE
LOW	tools/CheckPRTemplate.py	237	except Exception as e:	CODE
MEDIUM	tools/CheckPRTemplate.py	50	def check_link_accessible(url):	CODE
MEDIUM	tools/op_benchmark_count.py	117	print(f"Error Lines Percentage: {error_percentage:.2f}%")	CODE
LOW	tools/gen_ut_cmakelists.py	489	except Exception as e:	STRING
LOW	tools/gen_ut_cmakelists.py	560	except Exception as e:	CODE
LOW	tools/get_quick_disable_lt.py	116	except Exception as e:	CODE
LOW	tools/get_pr_ut.py	69	except Exception as e:	CODE
LOW	tools/get_pr_ut.py	117	except Exception as e:	CODE
MEDIUM	tools/check_aten_ops_signature.py	851	def torch_include_dirs_from_python() -> list[Path]:	CODE
LOW⚡	tools/check_aten_ops_signature.py	856	except Exception:	CODE
LOW	tools/check_aten_ops_signature.py	1218	except Exception as exc:	CODE
LOW	tools/print_signatures.py	180	except Exception as e:	CODE
MEDIUM	tools/print_signatures.py	64	def md5(doc):	CODE
LOW	tools/CrossStackProfiler/NetFileReader.py	63	except Exception:	CODE
LOW	tools/CrossStackProfiler/CspFileReader.py	301	except Exception:	CODE
LOW	tools/CrossStackProfiler/CspFileReader.py	366	except Exception as e:	CODE
MEDIUM	tools/CrossStackProfiler/CspFileReader.py	363	def test_FileReader(args):	CODE
MEDIUM	tools/codestyle/clang-tidy.py	452	print('Error exporting fixes.\n', file=sys.stderr)	CODE
MEDIUM	tools/codestyle/clang-tidy.py	461	print('Error applying fixes.\n', file=sys.stderr)	CODE
LOW⚡	test/compat/test_event_stream_apis.py	63	except Exception:	CODE
LOW	test/compat/test_event_stream_apis.py	262	except Exception:	CODE
LOW	test/compat/test_event_stream_apis.py	299	except Exception:	CODE
LOW	test/compat/test_place_pickle.py	77	except Exception:	CODE
LOW⚡	test/compat/test_paddle_cuda_apis.py	42	except Exception:	CODE
LOW⚡	test/compat/test_paddle_cuda_apis.py	115	except Exception as e:	CODE
LOW⚡	test/compat/test_paddle_cuda_apis.py	163	except Exception as e:	CODE
LOW⚡	test/compat/test_paddle_cuda_apis.py	243	except Exception as e:	CODE
LOW⚡	test/compat/test_paddle_cuda_apis.py	291	except Exception as e:	CODE
LOW⚡	test/compat/test_paddle_cuda_apis.py	318	except Exception as e:	CODE
LOW⚡	test/compat/test_paddle_cuda_apis.py	403	except Exception as e:	CODE
LOW	test/compat/test_paddle_cuda_apis.py	187	except Exception:	CODE
LOW	test/compat/test_paddle_cuda_apis.py	332	except Exception as e:	CODE
LOW	test/compat/test_paddle_cuda_apis.py	353	except Exception as e:	CODE
LOW	test/compat/test_paddle_cuda_apis.py	384	except Exception as e:	CODE
LOW	test/ir/inference/auto_scan_test.py	373	except Exception as e:	CODE
LOW	test/ir/inference/auto_scan_test.py	618	except Exception as e:	CODE
LOW	test/ir/inference/auto_scan_test.py	1131	except Exception as e:	CODE
LOW	test/ir/inference/auto_scan_test.py	1230	except Exception as e:	CODE
LOW	test/collective/test_gen_nccl_id_op.py	77	except Exception as e:	CODE
MEDIUM	test/collective/test_gen_nccl_id_op.py	74	def setUp(self):	CODE
LOW	…ollective/multinode/mn_dygraph_group_sharded_stage3.py	318	except Exception as e:	CODE
LOW	test/collective/fleet/test_auto_checkpoint.py	268	except Exception as e:	CODE
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	568	except Exception as e:	CODE
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	583	except Exception as e:	CODE
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	598	except Exception as e:	CODE
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	613	except Exception as e:	CODE
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	629	except Exception as e:	CODE
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	715	except Exception as e:	CODE
LOW	…llective/fleet/dygraph_group_sharded_stage2_offload.py	125	except Exception as e:	CODE
LOW	test/xpu/test_xpu_async_offload_reload_performance.py	43	except Exception as e:	CODE
LOW⚡	test/xpu/test_xpu_async_offload_reload_loadtest.py	40	except Exception as e:	CODE
LOW	test/xpu/test_cudagraph_xpu.py	99	except Exception as e:	CODE
LOW	test/xpu/test_gen_bkcl_id_op.py	78	except Exception as e:	CODE
MEDIUM	test/xpu/test_gen_bkcl_id_op.py	75	def setUp(self):	CODE
356 more matches not shown…

Hallucination Indicators39 hits · 432 pts

Severity	File	Line	Snippet	Context
CRITICAL	…lective/fleet/test_fleet_tensor_parallel_extra_sync.py	144	paddle.distributed.fleet.utils.tensor_parallel_utils.add_extra_synchronization(	CODE
CRITICAL	test/collective/fleet/test_zero_bubble_utils.py	129	paddle.base.framework.core.eager.Tensor(	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	57	\tat org.apache.hadoop.util.FileSystemUtil.throwException(FileSystemUtil.java:164)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	58	\tat org.apache.hadoop.util.FileSystemUtil.dealWithResponse(FileSystemUtil.java:118)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	59	\tat org.apache.hadoop.lite.client.LiteClientImpl.getFileStatus(LiteClientImpl.java:696)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	60	\tat org.apache.hadoop.fs.LibDFileSystemImpl.getFileStatus(LibDFileSystemImpl.java:297)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	61	\tat org.apache.hadoop.fs.LiteFileSystem.getFileStatus(LiteFileSystem.java:514)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	62	\tat org.apache.hadoop.fs.FsShell.test(FsShell.java:1092)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	63	\tat org.apache.hadoop.fs.FsShell.run(FsShell.java:2285)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	64	\tat org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:65)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	65	\tat org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:79)	CODE
CRITICAL⚡	test/collective/fleet/test_hdfs1.py	66	\tat org.apache.hadoop.fs.FsShell.main(FsShell.java:2353)	CODE
CRITICAL	test/legacy_test/test_fleet_runtime.py	24	base = paddle.distributed.fleet.runtime.runtime_base.RuntimeBase()	CODE
CRITICAL	test/legacy_test/test_dist_base.py	103	role = paddle.distributed.fleet.base.role_maker.PaddleCloudRoleMaker(	CODE
CRITICAL	python/paddle/nn/layer/conv.py	887	return paddle.distributed.auto_parallel.ring_conv.RingConv2d.apply(	STRING
CRITICAL	python/paddle/nn/functional/sdpa.py	551	out = paddle.distributed.auto_parallel.ring_attention.RingFlashAttention.apply(	STRING
CRITICAL	python/paddle/distributed/auto_parallel/moe_utils.py	118	dims_mapping = paddle.distributed.auto_parallel.static.utils.convert_to_dims_mapping(	CODE
CRITICAL	python/paddle/distributed/ps/the_one_ps.py	986	table_proto = self.ps_desc.worker_param.downpour_worker_param.downpour_table_param.add()	CODE
CRITICAL	python/paddle/distributed/ps/the_one_ps.py	988	table_proto = self.ps_desc.server_param.downpour_server_param.downpour_table_param.add()	CODE
CRITICAL	python/paddle/distributed/ps/the_one_ps.py	1001	table_proto = self.ps_desc.server_param.downpour_server_param.downpour_table_param.add()	CODE
CRITICAL	…e/distributed/fleet/meta_parallel/zero_bubble_utils.py	162	weight.main_grad = paddle.base.framework.core.eager.Tensor(	CODE
CRITICAL	…thon/paddle/incubate/distributed/utils/io/dist_load.py	61	model_state_dict = paddle.incubate.distributed.utils.io.load(path="path/to/load.pdparams")	STRING
CRITICAL	…thon/paddle/incubate/distributed/utils/io/dist_load.py	65	optimizer_state_dict = paddle.incubate.distributed.utils.io.load(path="path/to/load.pdopt")	STRING
CRITICAL⚡	…thon/paddle/incubate/distributed/utils/io/dist_save.py	113	>>> paddle.incubate.distributed.utils.io.save(	STRING
CRITICAL⚡	…thon/paddle/incubate/distributed/utils/io/dist_save.py	118	>>> paddle.incubate.distributed.utils.io.save(	STRING
CRITICAL⚡	…thon/paddle/incubate/distributed/utils/io/dist_save.py	123	>>> paddle.incubate.distributed.utils.io.save(optimizer.state_dict(), path="path/to/save.pdopt", gather=0, s	STRING
CRITICAL	…le/incubate/distributed/models/moe/gate/gshard_gate.py	81	topk_idx = paddle.distributed.models.moe.utils._random_routing(	CODE
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	279	table.accessor.sparse_commonsgd_param.naive.weight_bounds.extend(	CODE
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	283	table.accessor.sparse_commonsgd_param.naive.weight_bounds.extend(	CODE
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	297	table.accessor.sparse_commonsgd_param.adagrad.weight_bounds.extend(	CODE
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	301	table.accessor.sparse_commonsgd_param.adagrad.weight_bounds.extend(	CODE
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	321	table.accessor.sparse_commonsgd_param.adam.weight_bounds.extend(	CODE
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	325	table.accessor.sparse_commonsgd_param.adam.weight_bounds.extend(	CODE
CRITICAL	python/paddle/jit/dy2static/program_translator.py	1792	>>> paddle.jit.dy2static.program_translator.ProgramTranslator.get_instance()	STRING
CRITICAL⚡	python/paddle/jit/dy2static/pir_partial_program.py	383	paddle.distributed.auto_parallel.static.mix_to_dist_pass.apply_mix2dist_pass(	CODE
CRITICAL⚡	python/paddle/jit/dy2static/pir_partial_program.py	389	paddle.distributed.auto_parallel.static.mix_to_dist_pass.apply_mix2dist_pass(	CODE
CRITICAL⚡	python/paddle/jit/dy2static/pir_partial_program.py	392	paddle.distributed.auto_parallel.static.pir_pass.apply_partition_pass(	CODE
CRITICAL⚡	python/paddle/jit/dy2static/pir_partial_program.py	395	paddle.distributed.auto_parallel.static.pir_pass.ReshardPasses.apply_reshard_pass(	CODE
CRITICAL⚡	python/paddle/jit/dy2static/pir_partial_program.py	399	paddle.distributed.auto_parallel.static.pir_pass.remove_unuseful_comm_op_pass(	CODE

Self-Referential Comments96 hits · 264 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/gen_tensor_stub.py	264	'# This file is auto generated by `tools/gen_tensor_stub.py`.\n\n'	CODE
MEDIUM	tools/gen_ut_cmakelists.py	550	cmds = """# This file is generated by ${PADDLE_ROOT}/tools/gen_ut_cmakelists.py.	CODE
MEDIUM	test/compat/test_event_stream_apis.py	168	# Create a tensor to ensure some work is done	COMMENT
MEDIUM	test/compat/test_event_stream_apis.py	320	# Create a stream for work execution	COMMENT
MEDIUM	test/ir/inference/test_trt_explicit_quantization.py	82	# Define the inference program	COMMENT
MEDIUM	test/ir/inference/test_trt_explicit_quantization.py	147	# Define the inference program	COMMENT
MEDIUM	test/collective/fleet/hybrid_parallel_pp_layers.py	332	# Create a generator that yields (input, label) pairs	COMMENT
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	52	# Create a fixed compute tensor for matmul.	COMMENT
MEDIUM⚡	test/xpu/test_xpu_async_offload_reload_performance.py	91	# Create a fixed tensor with known values using linspace.	COMMENT
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	110	# Create a fixed source tensor with all elements equal to 3.14.	COMMENT
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	114	# Create a destination tensor on CPU (pinned memory) initialized to zeros.	COMMENT
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	148	# Create a large tensor (~100MB) on XPU.	COMMENT
MEDIUM⚡	test/xpu/test_xpu_async_offload_reload_loadtest.py	50	# Create a large tensor on XPU.	COMMENT
MEDIUM	test/xpu/test_xpu_async_offload_reload.py	50	# Create a fixed compute tensor for matmul	COMMENT
MEDIUM⚡	test/xpu/test_xpu_async_offload_reload.py	89	# Create a fixed tensor with known values using linspace.	COMMENT
MEDIUM	test/xpu/test_xpu_async_offload_reload.py	108	# Create a fixed source tensor with all elements equal to 3.14.	COMMENT
MEDIUM	test/xpu/test_xpu_async_offload_reload.py	114	# Create a destination tensor on CPU (pinned memory) initialized to zeros.	COMMENT
MEDIUM⚡	test/xpu/test_xpu_pinned_memory.py	37	# Create a sample numpy array.	COMMENT
MEDIUM⚡	test/xpu/test_xpu_pinned_memory.py	40	# Create an XPU pinned memory place using the same interface as GPU pinned memory.	COMMENT
MEDIUM⚡	test/xpu/test_xpu_pinned_memory.py	43	# Create a tensor in XPU pinned memory.	COMMENT
MEDIUM⚡	test/xpu/test_xpu_pinned_memory.py	60	# Create a sample numpy array.	COMMENT
MEDIUM⚡	test/xpu/test_xpu_pinned_memory.py	63	# Create a tensor on an XPU device.	COMMENT
MEDIUM	test/xpu/test_xpu_share_memory.py	94	# Create a Queue to send the IPC metadata.	COMMENT
MEDIUM⚡	test/coverage_test/test_coverage_nn_utils.py	106	# Create a new vector of the right size	COMMENT
MEDIUM	test/coverage_test/test_coverage_embedding_onehot.py	120	# Create a weight matrix where some rows have norm > max_norm	COMMENT
MEDIUM	test/legacy_test/test_tensor_requires_grad.py	82	# Create a parameter - Parameters have stop_gradient=False by default (trainable)	COMMENT
MEDIUM	test/legacy_test/test_tensor_requires_grad.py	282	# Create a parameter - Parameters have stop_gradient=False by default (trainable)	COMMENT
MEDIUM	test/legacy_test/test_sdpa_kernel.py	135	# Create a mask	COMMENT
MEDIUM	test/legacy_test/test_api_compatibility_part5.py	195	# Create a sparse CSR tensor	COMMENT
MEDIUM	test/legacy_test/test_api_compatibility_part5.py	217	# Create a sparse CSR tensor	COMMENT
MEDIUM	test/legacy_test/test_api_compatibility_part5.py	1055	# Create a simple layer	COMMENT
MEDIUM	test/legacy_test/test_interp_recompute_scale_factor.py	491	# Create a scalar tensor with empty shape []	COMMENT
MEDIUM	test/legacy_test/test_cuda_graph.py	210	# Create a new input buffer and replace the pointer	COMMENT
MEDIUM	test/legacy_test/ernie_utils/top2_gate.py	666	# Create a mask for 1st's expert per token	COMMENT
MEDIUM	test/legacy_test/ernie_utils/top2_gate.py	680	# Create a mask for 2nd's expert per token using Gumbel-max trick	COMMENT
MEDIUM	test/auto_parallel/test_dist_tensor.py	69	# Create a dist_attr	COMMENT
MEDIUM	test/prim/pir_prim/test_auto_recompute.py	165	# The following code is related to coverage, although backward_ops,define_op,all_used_ops is not used, it ne	COMMENT
MEDIUM	test/tensorrt/test_converter_model_bert.py	46	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_converter_model_dummy.py	45	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_converter_model_dummy.py	86	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_converter_model_resnet50_move.py	67	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	72	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	119	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	175	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	269	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_export.py	151	# Create a TensorRTConfig with inputs as a required field.	COMMENT
MEDIUM	test/tensorrt/test_export.py	162	# Create a config for inference.	COMMENT
MEDIUM	test/sot/test_24_exceptions.py	42	# This function is designed to test scenarios involving only the `raise` statement.	COMMENT
MEDIUM	python/paddle/reader/decorator.py	392	>>> # Create a buffered reader, and the buffer size is 2.	STRING
MEDIUM	python/paddle/compat/proxy.py	389	# Create a new module object that will act as the "torch..." module.	COMMENT
MEDIUM	python/paddle/compat/nn/__init__.py	580	>>> # Define the linear layer.	CODE
MEDIUM	python/paddle/nn/layer/common.py	173	>>> # Define the linear layer.	CODE
MEDIUM	python/paddle/optimizer/adagrad.py	245	# Create the adagrad optimizer op	STRING
MEDIUM	python/paddle/optimizer/adadelta.py	234	# Create the adadelta optimizer op	STRING
MEDIUM	python/paddle/framework/io_utils.py	36	# This file contains various utility functions that are used in static.io(io related api that used in static graph)	COMMENT
MEDIUM	…paddle/distributed/transpiler/distribute_transpiler.py	1350	# Create a union-find data structure from optimize ops,	STRING
MEDIUM	…paddle/distributed/transpiler/distribute_transpiler.py	2784	# Create a unit find data struct by optimize ops	STRING
MEDIUM⚡	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	102	# Create a new ReadItem with combined dst_ranks	COMMENT
MEDIUM	python/paddle/distributed/auto_parallel/api.py	819	>>> # Create a distributed attribute	STRING
MEDIUM	python/paddle/distributed/fleet/layers/mpu/random.py	30	# This file is inspired by Megatron to control random states for MP:	COMMENT
36 more matches not shown…

Dead Code94 hits · 165 pts

Severity	File	Line	Context
MEDIUM	test/standalone_executor/test_standalone_executor.py	82	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	84	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	86	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	88	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	89	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	100	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	101	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	105	CODE
MEDIUM	test/standalone_executor/test_standalone_executor.py	106	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	112	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	113	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	114	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	135	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	136	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	157	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	158	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	159	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	180	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	181	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	222	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_group_norm.py	223	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_sub_graph.py	129	CODE
MEDIUM	test/ir/pir/cinn/test_cinn_sub_graph.py	132	CODE
MEDIUM	…t/ir/pir/cinn/symbolic/test_sub_graph_chatglm2_5_st.py	114	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	130	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	131	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	132	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	133	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	134	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	135	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	136	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	137	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	138	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	147	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	148	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	153	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	157	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	158	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	159	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	160	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	161	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	162	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	163	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	164	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	165	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	168	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	169	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	178	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	181	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	186	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	190	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	191	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	192	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	193	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	194	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	195	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	206	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	210	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	211	CODE
MEDIUM	test/custom_runtime/process_group_xccl.py	212	CODE
34 more matches not shown…

Structural Annotation Overuse65 hits · 116 pts

Severity	File	Line	Snippet	Context
LOW	test/coverage_test/test_coverage_layer_gen.py	18	# NOTE: This module provides code generation utilities for Paddle layer functions.	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	136	# Step 1: Pad L/R (pad_left=1, pad_right=0)	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	140	# Step 2: Pad T/B (pad_top=1, pad_bottom=2) on [Row A', Row B']	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	178	# Step 1: Pad L/R (pad_left=1, pad_right=0) on W-dim	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	182	# Step 2: Pad T/B (pad_top=1, pad_bottom=2) on H-dim [Row A', Row B']	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	213	# Step 1: Pad L/R (pad_left=1, pad_right=1)	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	217	# Step 2: Pad T/B (pad_top=1, pad_bottom=1) on [Row A', Row B']	COMMENT
LOW⚡	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	70	# Step 1: Group by tensor_name	COMMENT
LOW⚡	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	77	# Step 2: For each tensor_name group, further group by all attributes except dst_rank	COMMENT
LOW⚡	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	93	# Step 3: Combine items with the same key into a single ReadItem with all dst_ranks	COMMENT
LOW	python/paddle/distributed/auto_parallel/ring_conv.py	629	# Step 1: Reconstruct `in_tensor_augmented` (original input to local conv in forward)	COMMENT
LOW	python/paddle/distributed/auto_parallel/ring_conv.py	641	# Step 2: Pad `grad_out` to match the output shape of conv on augmented input	COMMENT
LOW⚡	python/paddle/distributed/auto_parallel/ring_conv.py	666	# Step 3: Local backward computation using augmented/padded tensors	COMMENT
LOW⚡	python/paddle/distributed/auto_parallel/ring_conv.py	672	# Step 4: Aggregate "halo" regions for grad_input	COMMENT
LOW⚡	…/paddle/distributed/auto_parallel/static/completion.py	969	# Step 3: adjust the process meshes for special ops	COMMENT
LOW⚡	…/paddle/distributed/auto_parallel/static/completion.py	972	# Step 4: adjust the process meshes between graphs	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	722	# Step 1: set the process mesh of while_op to the merged process mesh of its subblock	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	735	# Step 2: set the related nodes of while_op to the process mesh of while_op	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	788	# Step 3: set the process meshes of the inputs in while_op to the process meshes of the outside input nodes	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	816	# Step 4: set the process meshes of the outputs in while_op to the process meshes of the outside output node	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	899	# Step 1: Set the annotated process meshes from tensors to the first ops using them	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	936	# Step 2: set the process meshes of ops with the nearest op before them	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	516	# Step 1: find the reader ops	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	521	# Step 2: insert the new reader ops to cpp	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	535	# Step 3: insert the new reader ops to python	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	540	# Step 4: remove the old reader ops from python and cpp	COMMENT
LOW	…dle/distributed/auto_parallel/static/cost/base_cost.py	314	# NOTE: The input_name of comm ops used usually is X.	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	712	# Step 1: nF0	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	717	# Step 2: nF0F1	COMMENT
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	730	# Step 3: nB1W1F1 (Use zero bubble)	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	797	# Step 5: nB1F1B0	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	803	# Step 6: nB1B0 (The second half of the passes use zero bubble)	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	814	# Step 7: nWB0 (Use zero bubble)	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	820	# Step 8: nW	COMMENT
LOW⚡	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	682	# Step 1: order machines.	COMMENT
LOW⚡	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	692	# Step 2: one bucket per (color, dtype), since a FusedCommBuffer never	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	711	# Step 3: biggest bucket first, since it constrains the final	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	731	# Step 4: owner count, unchanged from the original partition. The	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	747	# Step 5: pick owners -- least loaded machine, then least crowded,	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	800	# Step 6: place params, largest first onto the lightest owner.	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	820	# Step 7: report the distribution. adjacent_pair_max tracks the backup	COMMENT
LOW	…imizers/dygraph_optimizer/hybrid_parallel_optimizer.py	777	# Step 4: Reduce norm_tensor for each group	COMMENT
LOW	paddle/fluid/imperative/layout_transformer.h	185	// Step 1: Adjust the data_layout attr to the desired layout	COMMENT
LOW	paddle/fluid/imperative/layout_transformer.h	205	// Step 2: Transpose the specified input for Op and set the transposed var's	COMMENT
LOW	paddle/fluid/imperative/layout_transformer.h	219	// Step 3: Set the Op's layout sensitive outs var.	COMMENT
LOW⚡	paddle/phi/kernels/impl/slice_kernel_impl.h	36	// Step 1: Get the accurate attribute value of starts and ends	COMMENT
LOW⚡	paddle/phi/kernels/impl/slice_kernel_impl.h	39	// Step 2: Compute output	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	107	// Step 1: Set the value of out at `_index` to zero	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	133	// Step 2: Set a tensor with the same shape as out tensor. And its data at	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	172	// Step 3: Set out tensor with value_tensor	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	275	// Step 2: Compute output	COMMENT
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2187	// Step 1: Convert var -> rstd	COMMENT
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2208	// Step 2: Compute dX using vectorized or non-vectorized kernel	COMMENT
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2265	// Step 3: Compute dgamma and dbeta	COMMENT
LOW⚡	paddle/phi/kernels/gpu/elementwise_grad.h	480	// Step 1: tmp_dy = -dout (elementwise negation via broadcast).	COMMENT
LOW⚡	paddle/phi/kernels/gpu/elementwise_grad.h	486	// Step 2: dy = sum_to(tmp_dy) (reduce over broadcast dims via SumKernel).	COMMENT
LOW	paddle/phi/kernels/funcs/layer_norm_impl.cu.h	243	// Step 1: Reduce to calculate mean and var	COMMENT
LOW	paddle/phi/kernels/funcs/layer_norm_impl.cu.h	269	// Step 2: Calculate y	COMMENT
LOW	paddle/phi/backends/gpu/cuda/cuda_graph.h	118	// NOTE: This class use a singleton design pattern ensures there's only a	COMMENT
LOW	paddle/phi/backends/gpu/rocm/hip_graph.h	120	// NOTE: This class use a singleton design pattern ensures there's only a	COMMENT
5 more matches not shown…

Verbosity Indicators56 hits · 102 pts

Severity	File	Line	Snippet	Context
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	136	# Step 1: Pad L/R (pad_left=1, pad_right=0)	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	140	# Step 2: Pad T/B (pad_top=1, pad_bottom=2) on [Row A', Row B']	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	178	# Step 1: Pad L/R (pad_left=1, pad_right=0) on W-dim	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	182	# Step 2: Pad T/B (pad_top=1, pad_bottom=2) on H-dim [Row A', Row B']	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	213	# Step 1: Pad L/R (pad_left=1, pad_right=1)	COMMENT
LOW⚡	…st/legacy_test/test_nn_circular_pad_1d_2d_3d_layers.py	217	# Step 2: Pad T/B (pad_top=1, pad_bottom=1) on [Row A', Row B']	COMMENT
LOW⚡	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	70	# Step 1: Group by tensor_name	COMMENT
LOW⚡	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	77	# Step 2: For each tensor_name group, further group by all attributes except dst_rank	COMMENT
LOW⚡	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	93	# Step 3: Combine items with the same key into a single ReadItem with all dst_ranks	COMMENT
LOW	python/paddle/distributed/auto_parallel/ring_conv.py	629	# Step 1: Reconstruct `in_tensor_augmented` (original input to local conv in forward)	COMMENT
LOW	python/paddle/distributed/auto_parallel/ring_conv.py	641	# Step 2: Pad `grad_out` to match the output shape of conv on augmented input	COMMENT
LOW⚡	python/paddle/distributed/auto_parallel/ring_conv.py	666	# Step 3: Local backward computation using augmented/padded tensors	COMMENT
LOW⚡	python/paddle/distributed/auto_parallel/ring_conv.py	672	# Step 4: Aggregate "halo" regions for grad_input	COMMENT
LOW⚡	…/paddle/distributed/auto_parallel/static/completion.py	969	# Step 3: adjust the process meshes for special ops	COMMENT
LOW⚡	…/paddle/distributed/auto_parallel/static/completion.py	972	# Step 4: adjust the process meshes between graphs	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	722	# Step 1: set the process mesh of while_op to the merged process mesh of its subblock	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	735	# Step 2: set the related nodes of while_op to the process mesh of while_op	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	788	# Step 3: set the process meshes of the inputs in while_op to the process meshes of the outside input nodes	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	816	# Step 4: set the process meshes of the outputs in while_op to the process meshes of the outside output node	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	899	# Step 1: Set the annotated process meshes from tensors to the first ops using them	COMMENT
LOW	…/paddle/distributed/auto_parallel/static/completion.py	936	# Step 2: set the process meshes of ops with the nearest op before them	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	516	# Step 1: find the reader ops	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	521	# Step 2: insert the new reader ops to cpp	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	535	# Step 3: insert the new reader ops to python	COMMENT
LOW⚡	…thon/paddle/distributed/auto_parallel/static/engine.py	540	# Step 4: remove the old reader ops from python and cpp	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	712	# Step 1: nF0	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	717	# Step 2: nF0F1	COMMENT
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	730	# Step 3: nB1W1F1 (Use zero bubble)	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	797	# Step 5: nB1F1B0	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	803	# Step 6: nB1B0 (The second half of the passes use zero bubble)	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	814	# Step 7: nWB0 (Use zero bubble)	COMMENT
LOW⚡	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	820	# Step 8: nW	COMMENT
LOW⚡	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	682	# Step 1: order machines.	COMMENT
LOW⚡	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	692	# Step 2: one bucket per (color, dtype), since a FusedCommBuffer never	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	711	# Step 3: biggest bucket first, since it constrains the final	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	731	# Step 4: owner count, unchanged from the original partition. The	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	747	# Step 5: pick owners -- least loaded machine, then least crowded,	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	800	# Step 6: place params, largest first onto the lightest owner.	COMMENT
LOW	…buted/fleet/meta_optimizers/muon_sharding_optimizer.py	820	# Step 7: report the distribution. adjacent_pair_max tracks the backup	COMMENT
LOW	…imizers/dygraph_optimizer/hybrid_parallel_optimizer.py	777	# Step 4: Reduce norm_tensor for each group	COMMENT
LOW	paddle/fluid/imperative/layout_transformer.h	185	// Step 1: Adjust the data_layout attr to the desired layout	COMMENT
LOW	paddle/fluid/imperative/layout_transformer.h	205	// Step 2: Transpose the specified input for Op and set the transposed var's	COMMENT
LOW	paddle/fluid/imperative/layout_transformer.h	219	// Step 3: Set the Op's layout sensitive outs var.	COMMENT
LOW⚡	paddle/phi/kernels/impl/slice_kernel_impl.h	36	// Step 1: Get the accurate attribute value of starts and ends	COMMENT
LOW⚡	paddle/phi/kernels/impl/slice_kernel_impl.h	39	// Step 2: Compute output	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	107	// Step 1: Set the value of out at `_index` to zero	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	133	// Step 2: Set a tensor with the same shape as out tensor. And its data at	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	172	// Step 3: Set out tensor with value_tensor	COMMENT
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	275	// Step 2: Compute output	COMMENT
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2187	// Step 1: Convert var -> rstd	COMMENT
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2208	// Step 2: Compute dX using vectorized or non-vectorized kernel	COMMENT
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2265	// Step 3: Compute dgamma and dbeta	COMMENT
LOW⚡	paddle/phi/kernels/gpu/elementwise_grad.h	480	// Step 1: tmp_dy = -dout (elementwise negation via broadcast).	COMMENT
LOW⚡	paddle/phi/kernels/gpu/elementwise_grad.h	486	// Step 2: dy = sum_to(tmp_dy) (reduce over broadcast dims via SumKernel).	COMMENT
LOW	paddle/phi/kernels/funcs/layer_norm_impl.cu.h	243	// Step 1: Reduce to calculate mean and var	COMMENT
LOW	paddle/phi/kernels/funcs/layer_norm_impl.cu.h	269	// Step 2: Calculate y	COMMENT

AI Slop Vocabulary48 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	tools/dockerfile/build_scripts/build.sh	91	# So let's just use the same one pip and everyone uses	COMMENT
LOW	test/ir/inference/test_onednn_prelu_op.py	44	# not valid case, just return 0	COMMENT
LOW	test/ir/inference/test_onednn_prelu_op.py	56	# not valid case, just return 0	COMMENT
LOW	test/xpu/process_group_bkcl.py	83	# XPU don't support event query by now, so just use sync op here	COMMENT
MEDIUM	test/legacy_test/test_cos.py	136	"""Test float32 cos with large shape for comprehensive coverage.	STRING
MEDIUM	test/legacy_test/test_cos.py	149	"""Test float64 cos with large shape for comprehensive coverage.	STRING
LOW	test/legacy_test/test_eager_tensor.py	2154	# just return self	COMMENT
LOW	test/legacy_test/prim_op_test.py	150	# if this is a list (test_unsqueeze2_op): we just pass it into the python api.	COMMENT
MEDIUM	test/legacy_test/test_take_along_axis_op.py	298	# harness). Values 0 (x4) and 1 (x3) repeat along axis=2, so several	COMMENT
MEDIUM	test/legacy_test/test_einsum_v2.py	235	# self.sample = {"paradigm": "i->iii", "data": ["x"]}	COMMENT
MEDIUM	test/legacy_test/test_einsum_v2.py	239	# self.sample = {"paradigm": "i...->i...i", "data": ["S"]}	COMMENT
MEDIUM	test/legacy_test/test_pow.py	501	"""Test float32 pow with large shape on CPU for comprehensive coverage."""	STRING
MEDIUM	test/legacy_test/test_pow.py	513	"""Test float64 pow with large shape on CPU for comprehensive coverage."""	STRING
MEDIUM	test/legacy_test/test_exp.py	137	"""Test float32 exp with large shape for comprehensive coverage.	STRING
MEDIUM	test/legacy_test/test_exp.py	149	"""Test float64 exp with large shape for comprehensive coverage.	STRING
MEDIUM	test/legacy_test/test_pylayer_clear_dataptr.py	361	# confirming the erase path is robust against missing entries.	COMMENT
MEDIUM	test/legacy_test/test_sin.py	136	"""Test float32 sin with large shape for comprehensive coverage.	STRING
MEDIUM	test/legacy_test/test_sin.py	149	"""Test float64 sin with large shape for comprehensive coverage.	STRING
LOW	python/paddle/distributed/parallel.py	1116	# here just set correctly place to users	COMMENT
LOW	python/paddle/distributed/auto_parallel/moe_utils.py	83	# assume the each rank has the same tensor shape for now, just use the local shape to calculate the global shape	COMMENT
LOW	python/paddle/distributed/auto_parallel/api.py	348	# None calc rank, just return no init.	COMMENT
LOW	python/paddle/distributed/auto_parallel/api.py	514	# just use the local shape to calculate the global shape	COMMENT
MEDIUM	…n/paddle/distributed/auto_parallel/pipelining/stage.py	956	# A more robust interface implementation is desired in the future.	COMMENT
LOW	…addle/distributed/auto_parallel/static/dist_context.py	916	# here we just set there process_mesh to the first one.	COMMENT
LOW	…thon/paddle/distributed/auto_parallel/static/engine.py	1170	# so, just return here and need to reimplement the logics below	COMMENT
LOW	…e/distributed/auto_parallel/static/operators/common.py	311	# For now, just return the first compatible impl	COMMENT
MEDIUM	…e/distributed/auto_parallel/static/operators/common.py	479	# TODO utilize the batch_dim attr instead of "0" in future	COMMENT
LOW	…e/distributed/fleet/meta_parallel/pipeline_parallel.py	3691	# else just return logits without loss func calc	COMMENT
LOW	…e/distributed/fleet/meta_parallel/pipeline_parallel.py	4058	# else just return logits without loss func calc	COMMENT
LOW	…e/distributed/fleet/meta_parallel/pipeline_parallel.py	4631	# else just return logits without loss func calc	COMMENT
MEDIUM	…buted/fleet/meta_parallel/parallel_layers/pp_layers.py	725	# Set color for shared parameters to facilitate synchronization of parameters	COMMENT
LOW	…buted/fleet/meta_parallel/parallel_layers/pp_layers.py	1078	# For 1f1b scheduler, just use run_function list	COMMENT
LOW	python/paddle/io/dataloader/flat.py	140	# simply return structure	COMMENT
LOW	python/paddle/utils/dlpack.py	265	# Old versions just call the converter	COMMENT
LOW	python/paddle/incubate/jit/inference_decorator.py	621	# if function has already been decorated by @paddle.incubate.jit.inference(), then we just return it.	COMMENT
LOW	python/paddle/jit/dy2static/convert_operators.py	478	# IfExpr will return a non-None return value, so we just return ret.	COMMENT
LOW	python/paddle/jit/dy2static/partial_program.py	1132	# can't just create a new program, we need copy the vardesc.	COMMENT
MEDIUM	python/paddle/jit/sot/utils/envs.py	168	# Enable information collection flags to facilitate debugging and analysis	COMMENT
LOW	…e/jit/sot/opcode_translator/executor/function_graph.py	902	# just set it back in SIR, and return outputs to replace tensor meta (it might changes?)	COMMENT
LOW	…t/sot/opcode_translator/executor/variables/callable.py	270	# do nothing. just return None.	COMMENT
MEDIUM	paddle/cinn/ir/ir.h	1009	// TODO(liujinnan): Essentially IterExpr is not IndexExpr, so it does not	COMMENT
MEDIUM	paddle/cinn/hlir/framework/pir/broadcast_with_cf.h	26	// eliminated, and we utilize broadcast shape conditions to determine which	COMMENT
MEDIUM	paddle/fluid/pybind/slice_utils.h	291	// _PySlice_GetIndices. Try to use _PySlice_Unpack which is more robust than	COMMENT
MEDIUM	paddle/phi/backends/gpu/cuda/cuda_graph.h	109	// utilize the `cudaGraphExecKernelNodeSetParams` function for parameter setup.	COMMENT
MEDIUM	paddle/phi/backends/gpu/rocm/hip_graph.h	111	// utilize the `cudaGraphExecKernelNodeSetParams` function for parameter setup.	COMMENT
MEDIUM	paddle/phi/backends/onednn/onednn_reuse.h	1043	// rare shapes. By extending the shape to utilize oneDNN optimized binary	COMMENT
MEDIUM	paddle/phi/backends/custom/cuda_graph.h	113	// utilize the `cudaGraphExecKernelNodeSetParams` function for parameter setup.	COMMENT
LOW	paddle/phi/api/generator/dist_api_gen.py	2024	# InferSPMD rules, just set replicated dist_attr for them.	COMMENT

Fake / Example Data60 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	…ctive/fleet/test_pipeline_parallel_micro_step_hooks.py	31	PLACEHOLDER = "placeholder"	CODE
LOW	test/legacy_test/test_retain_graph.py	54	fake_data,	CODE
LOW	test/legacy_test/test_retain_graph.py	64	interpolatesv = fake_data	CODE
LOW	test/legacy_test/test_retain_graph.py	75	interpolatesv = alpha * real_data + ((1 - alpha) * fake_data)	CODE
LOW	test/legacy_test/test_audio_backend.py	147	fake_data = np.array([0, 1, 2, 3, 4, 6], np.float32)	CODE
LOW	test/legacy_test/test_audio_backend.py	148	soundfile.write(wave_wav_path, fake_data, 1, subtype="DOUBLE")	CODE
LOW⚡	test/legacy_test/test_paddle_save_load.py	311	fake_data = np.zeros([3, 2, 1, 2, 3])	CODE
LOW⚡	test/legacy_test/test_paddle_save_load.py	313	set_value(x, fake_data, '1')	CODE
LOW⚡	test/legacy_test/test_paddle_save_load.py	315	set_value(x, fake_data)	CODE
LOW⚡	test/legacy_test/test_paddle_save_load.py	317	set_value(var, fake_data)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	392	# self.fake_data["row_nan_int64"] = row_data.astype(np.int64)	COMMENT
LOW⚡	test/legacy_test/test_nanmedian.py	393	# self.fake_data["row_nan_int32"] = row_data.astype(np.int32)	COMMENT
LOW⚡	test/legacy_test/test_nanmedian.py	130	single_partial_nan = self.fake_data["single_axis_normal"].copy()	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	132	multi_partial_nan = self.fake_data["multi_axis_normal"].copy()	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	134	self.fake_data["single_axis_partial_nan"] = single_partial_nan	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	135	self.fake_data["multi_axis_partial_nan"] = multi_partial_nan	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	141	self.fake_data["row_nan_even"] = row_data.astype(np.float32)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	142	self.fake_data["row_nan_float64"] = row_data.astype(np.float64)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	148	self.fake_data["col_nan_odd"] = col_data.astype(np.float32)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	232	for name, data in self.fake_data.items():	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	236	test_axis_case(self.fake_data["row_nan_even"], axis)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	237	test_axis_case(self.fake_data["col_nan_odd"], axis)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	379	single_partial_nan = self.fake_data["single_axis_normal"].copy()	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	381	multi_partial_nan = self.fake_data["multi_axis_normal"].copy()	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	383	self.fake_data["single_axis_partial_nan"] = single_partial_nan	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	384	self.fake_data["multi_axis_partial_nan"] = multi_partial_nan	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	390	self.fake_data["row_nan_even"] = row_data.astype(np.float32)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	391	self.fake_data["row_nan_float64"] = row_data.astype(np.float64)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	399	self.fake_data["col_nan_odd"] = col_data.astype(np.float32)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	477	for name, data in self.fake_data.items():	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	481	test_axis_case(self.fake_data["row_nan_even"], axis)	CODE
LOW⚡	test/legacy_test/test_nanmedian.py	482	test_axis_case(self.fake_data["col_nan_odd"], axis)	CODE
LOW	test/legacy_test/test_nanmedian.py	119	self.fake_data = {	CODE
LOW	test/legacy_test/test_nanmedian.py	165	data = self.fake_data["col_nan_odd"]	CODE
LOW	test/legacy_test/test_nanmedian.py	267	data = self.fake_data["col_nan_odd"]	CODE
LOW	test/legacy_test/test_nanmedian.py	368	self.fake_data = {	CODE
LOW	test/legacy_test/test_nanmedian.py	416	data = self.fake_data["col_nan_odd"]	CODE
LOW	test/legacy_test/test_nanmedian.py	516	data = self.fake_data["col_nan_odd"]	CODE
LOW	test/dygraph_to_static/test_partial_program.py	52	def fake_data(shape):	CODE
LOW⚡	test/dygraph_to_static/test_partial_program.py	63	self.x = fake_data([10, 16])	CODE
LOW⚡	test/dygraph_to_static/test_partial_program.py	65	fake_data([10, 16]),	CODE
LOW⚡	test/dygraph_to_static/test_partial_program.py	69	'z': [fake_data([10, 12]), fake_data([10, 12])],	CODE
LOW⚡	test/dygraph_to_static/test_partial_program.py	70	'c': fake_data([10, 10]),	CODE
LOW⚡	test/dygraph_to_static/test_partial_program.py	71	'd': {'da': 12, 'dc': fake_data([10, 10])},	CODE
LOW	test/dygraph_to_static/test_partial_program.py	101	self.x = fake_data([10, 16])	CODE
LOW	test/dygraph_to_static/test_partial_program.py	102	self.y = fake_data([10, 16])	CODE
LOW	python/paddle/quantization/quantize.py	67	>>> dummy_data = paddle.rand([1, 1, 32, 32], dtype="float32")	CODE
LOW	python/paddle/quantization/quantize.py	68	>>> paddle.jit.save(converted_model, "./quant_deploy", [dummy_data])	CODE
LOW	python/paddle/base/framework.py	7809	>>> rlt = paddle.static.data("fake_data", shape=[-1, 1, 1], dtype='float32')	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	84	for (auto fake_name : attr_names) {	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	85	size_t pos = fake_name.find(suffix);	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	87	std::string name = fake_name.substr(0, pos);	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	89	PADDLE_GET_CONST(std::vector<float>, op_desc->GetAttr(fake_name));	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	91	op_desc->RemoveAttr(fake_name);	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	116	for (auto fake_name : attr_names) {	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	118	size_t pos = fake_name.find(suffix_is_unsigned);	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	121	std::string unsigned_var_name = fake_name;	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	125	std::string var_name = fake_name.substr(0, pos);	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	126	size_t unsigned_pos = fake_name.find(unsigned_flag);	CODE
LOW⚡	paddle/fluid/framework/ir/onednn/onednn_pass_util.h	128	fake_name.erase(unsigned_pos, unsigned_flag.length());	CODE

Redundant / Tautological Comments53 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	tools/CheckPRTemplate.py	150	# Check if involves precision change	COMMENT
LOW	tools/CheckPRTemplate.py	210	# Check if all required approvers have approved	COMMENT
LOW	test/compat/test_device_apis.py	201	# Set device to GPU	COMMENT
LOW	test/compat/test_device_apis.py	382	# Set device to custom device	COMMENT
LOW	test/compat/test_device_apis.py	568	# Set device to GPU	COMMENT
LOW	test/compat/test_device_apis.py	640	# Set device to custom device	COMMENT
LOW⚡	test/compat/test_paddle_cuda_apis.py	49	# Check if we should skip all tests	COMMENT
LOW	test/ipu/op_test_ipu.py	76	# Check if ipumodel mode is enabled	COMMENT
LOW	test/ir/pir/fused_pass/test_pir_horizontal_fuse_pass.py	219	# Assign results to the program	COMMENT
LOW	test/coverage_test/test_coverage_moe_permute.py	196	# Assign tokens to experts	COMMENT
LOW	test/coverage_test/test_coverage_random_state.py	59	# Set device to CPU to ensure random numbers are generated on CPU	COMMENT
LOW	test/legacy_test/test_tensor_fill_diagonal_.py	296	# Check if diagonal elements are updated correctly	COMMENT
LOW	test/legacy_test/test_tensor_fill_diagonal_.py	299	# Check if off-diagonal elements remain 0	COMMENT
LOW	test/legacy_test/test_eager_tensor.py	569	False # Set stop_gradient to be False, supported auto-grad	CODE
LOW	test/legacy_test/test_sequential.py	52	# Check if layer names are preserved in order	COMMENT
LOW	test/legacy_test/test_sequential.py	57	# Check if layers can be accessed by name	COMMENT
LOW	test/legacy_test/test_mean_op_v1.py	28	# Check if we're using XPU	COMMENT
LOW	test/legacy_test/test_mean_op_v1.py	33	# Check if we're using OneDNN	COMMENT
LOW	test/legacy_test/test_fused_act_dequant_op.py	201	# Check if s needs to be expanded to match x shape	COMMENT
LOW	test/legacy_test/test_compat_nn_linear.py	433	# Check if weights are the same	COMMENT
LOW	test/legacy_test/test_executor_and_use_program_cache.py	44	# Set parallel to False to use the default executor.	COMMENT
LOW	test/legacy_test/test_narrow.py	60	# Check if they both changed to test_val (alias)	COMMENT
LOW	test/legacy_test/test_tensor_type_convert_api.py	139	# Check if conversion method exists	COMMENT
LOW	test/legacy_test/test_tensor_type_convert_api.py	220	# Check if the method exists	COMMENT
LOW	test/legacy_test/test_nn_functional_interpolate.py	248	# Check if grad is not all zeros (it shouldn't be)	COMMENT
LOW	python/paddle/nn/functional/pooling.py	655	# Check if dilation is non-trivial (not all ones)	COMMENT
LOW	python/paddle/nn/functional/pooling.py	1267	# Check if dilation is non-trivial (not all ones)	STRING
LOW	python/paddle/nn/functional/pooling.py	1457	# Check if dilation is non-trivial (not all ones)	STRING
LOW	python/paddle/framework/restricted_unpickler.py	134	# Check if class has __dict__ (user-defined classes do)	COMMENT
LOW	python/paddle/framework/restricted_unpickler.py	155	# Check if this base class defines the dangerous method	COMMENT
LOW	python/paddle/distributed/parallel.py	733	# Print result in process 1:	STRING
LOW	python/paddle/distributed/parallel.py	737	# Print result in process 2:	STRING
LOW	…uted/fleet/meta_parallel/parallel_layers/spec_utils.py	94	# Check if a layer class is provided as a spec or if the layer path	COMMENT
LOW	…/paddle/distributed/fleet/base/distributed_strategy.py	346	# Check if attribute exists in self or in the protobuf strategy object	COMMENT
LOW	python/paddle/autograd/backward_utils.py	721	# Check if operands_source sizes match	COMMENT
LOW	python/paddle/autograd/backward_utils.py	727	# Check if op_results size matches operands_source	COMMENT
LOW⚡	python/paddle/autograd/backward_utils.py	751	# Check if yield_op is indeed a yield operation	COMMENT
LOW⚡	python/paddle/autograd/backward_utils.py	755	# Check if operands_source size of yield_op matches op_results size of while_op	COMMENT
LOW	python/paddle/cuda/__init__.py	594	# Check if any device type has been compiled/initialized	STRING
LOW	python/paddle/cuda/__init__.py	603	# Check if any custom device type is compiled/initialized	STRING
LOW	python/paddle/utils/decorator_utils.py	1447	# Check if Paddle style (axes is list) or PyTorch style (dim is int)	COMMENT
LOW	python/paddle/utils/decorator_utils.py	1491	# Check if all sizes are integers (variable args mode)	COMMENT
LOW	python/paddle/utils/cpp_extension/cpp_extension.py	1460	# Check if dist-info exists	STRING
LOW	python/paddle/utils/cpp_extension/cpp_extension.py	1529	# Check if dist-info exists	STRING
LOW	python/paddle/tensorrt/register.py	85	# Check if the version range includes 'x' (e.g., "8.x")	COMMENT
LOW	python/paddle/static/nn/static_pylayer.py	111	# Set OpRole to `backward`. The operators marked as `backward` are expected to be pruned in PruneBackward.	COMMENT
LOW	python/paddle/tensor/creation.py	2287	# Check if start/end/step contain floating point values	STRING
LOW	python/paddle/tensor/einsum.py	397	# Check if conditions hold for turning the operation into a matmul	COMMENT
LOW	python/paddle/tensor/math.py	5066	# Check if the input tensor is of bool type and raise an error	STRING
LOW	python/paddle/tensor/math.py	5099	# Check if the input tensor is of bool type and raise an error	STRING
LOW	python/paddle/base/executor.py	2099	# Check if paddle.static.data() variable no feed data	COMMENT
LOW	.github/workflows/cherry-pick.yml	95	# Check if target branch exists on remote	COMMENT
LOW	.github/workflows/cherry-pick.yml	161	# Check if PR already exists	COMMENT

AI Response Leakage8 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	test/legacy_test/test_imperative_auto_prune.py	152	# In this example, the forward method involves all params	COMMENT
HIGH	python/paddle/distributed/io.py	558	>>> # In this example, the inference program was saved in the file	STRING
HIGH	python/paddle/tensorrt/export.py	703	>>> # In this example, the user specifies the actual input.	STRING
HIGH	python/paddle/static/io.py	570	# In this example, the save_inference_mode inference will prune the default	STRING
HIGH	python/paddle/static/io.py	917	# In this example, the inference program was saved in file	STRING
HIGH	python/paddle/static/input.py	111	# In this example, we will feed x and y with np-ndarray "1"	STRING
HIGH	python/paddle/static/pir_io.py	848	# In this example, the inference program was saved in file	STRING
HIGH	python/paddle/base/data_feeder.py	518	>>> # In this example, reader - generator will return a list of ndarray of 3 elements	STRING

Example Usage Blocks10 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	tools/gen_alias_mapping.sh	24	# Usage:	COMMENT
LOW	tools/dockerfile/build-image.sh	19	# Usage:	COMMENT
LOW	tools/enforce/grep_invalid_enforce.sh	20	# Usage:	COMMENT
LOW	test/dygraph_to_static/dygraph_to_static_utils.py	45	# Usage:	STRING
LOW	python/paddle/incubate/cc/compiler.py	36	# Usage:	COMMENT
LOW	python/paddle/incubate/cc/typing.py	24	# Usage:	COMMENT
LOW	python/paddle/incubate/cc/typing.py	43	# Usage:	COMMENT
LOW	python/paddle/incubate/cc/typing.py	59	# Usage:	COMMENT
LOW	paddle/.set_python_path.sh	19	# Usage:	COMMENT
LOW	…cinn/runtime/custom_device/custom_device_backend_api.h	102	/// Usage example:	COMMENT

Slop Phrases5 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/paddle/paddle_version.py	56	# Ideally this should work for most cases by attempting to group	COMMENT
MEDIUM	python/paddle/nn/functional/flash_attention.py	129	This is a basic implementation of scaled dot product attention composed of	CODE
MEDIUM	python/paddle/optimizer/lr.py	278	# (Note): you can change it for your subclass.	COMMENT
MEDIUM	…inn/operator_fusion/pir_graph_analyzing/dim_relation.h	94	// Mainly for demonstration purposes, i.e. works but is overly simple	COMMENT
LOW	.github/ISSUE_TEMPLATE/3_build-installation-issue.yml	11	#### Before submitting a Build/Installation Issue, please make sure you have visited the [official website](http	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	paddle/cinn/optim/transform_gpu_forloop.h	83	* are common in auto-generated code or optimized code paths where	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/xpu/test_contiguous_complex64_strided_view_xpu.py	34	# standard XPU test scaffolding and to query supported dtypes.	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/legacy_test/test_restricted_unpickler.py	536	def helper():	CODE
LOW	test/legacy_test/test_matrix_rank_atol_rtol_op.py	83	def process_data(self):	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/legacy_test/ernie_utils/moe_layer_uneven.py	267	# TODO: implement reduce in cuda ops	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings