PaddlePaddle/Paddle

Pattern Findings

26394 matches across 19 categories. Click a row to expand file-level details.

Over-Commented Block9820 hits · 9758 pts

Severity	File	Line	Snippet
LOW	CMakeLists.txt	1	# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
LOW	setup.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
LOW	.cmake-format.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
LOW	.cmake-format.py	21
LOW	tools/diff_api.py	1	#!/usr/bin/env python
LOW	tools/gen_pybind11_stub.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/test_print_signatures.py	1	#! /usr/bin/env python
LOW	tools/gen_tensor_stub.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/count_api_without_core_ops.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/get_ut_mem_map.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/get_op_list.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/get_single_test_cov.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/CheckPRTemplate.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_op_kernel_same_dtypes.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/statistics_UT_resource.sh	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/timeline.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/op_benchmark_count.py	1	# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/gen_ut_cmakelists.py	1	# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/get_quick_disable_lt.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/type_checking.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_pr_approval.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/nvcc_lazy.sh	1	#!/usr/bin/env bash
LOW	tools/pyCov_multithreading.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/gen_alias_mapping.sh	1	#!/usr/bin/env bash
LOW	tools/gen_alias_mapping.sh	21	# Arguments:
LOW	tools/diff_use_default_grad_op_maker.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/get_pr_ut.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/__init__.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/timeout_debug_help.sh	1	#!/bin/bash
LOW	tools/check_api_compatible.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/static_mode_white_list.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/reduce_lib_size_util.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/analysisPyXml.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/sampcd_processor.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_sequence_op.sh	1	#!/bin/bash
LOW	tools/handle_h_cu_file.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/print_op_desc.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_op_desc.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/prune_for_jetson.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/gpups_test.sh	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/get_op_list.sh	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/get_pr_title.py	1	# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/test_runner.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/summary_env.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/document_preview.sh	1	#!/bin/bash
LOW	tools/jetson_infer_op.py	1	# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/op_benchmark.sh	1	#!/bin/bash
LOW	tools/diff_unittest.py	1	#!/usr/bin/env python
LOW	tools/check_code_block_format.py	1	# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/parse_kernel_info.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_op_register_type.py	1	# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_added_ut.sh	1	#!/bin/bash
LOW	tools/test_run_by_protobuf_3.py	1	# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_abi_compatibility.py	1	# Copyright (c) 2026 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/gpu_kernel_compare.py	1	# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/test_check_pr_approval.py	1	#! /usr/bin/env python
LOW	tools/check_gpu_kernel_approval.sh	1	#!/bin/bash
LOW	tools/parallel_UT_rule.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/check_only_change_python_files.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
LOW	tools/print_signatures.py	1	# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
9760 more matches not shown…

Docstring Block Structure1562 hits · 7092 pts

Severity	File	Line	Snippet
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
HIGH	test/tokenizer/bert_tokenizer.py	44	Tokenizes a piece of text using basic tokenizer. Args: text (str): A piece of text.
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
HIGH	test/tokenizer/bert_tokenizer.py	374	Converts a string to a list of tokens. Args: text (str): The text to be tokenized.
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 :
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
HIGH	python/paddle/_paddle_docs.py	70	Acos Activation Operator. .. math:: out = cos^{-1}(x) Args: x (Tensor): Input of Acos ope
HIGH	python/paddle/_paddle_docs.py	111	Acosh Activation Operator. .. math:: out = acosh(x) Args: x (Tensor): Input of Acosh opera
HIGH	python/paddle/_paddle_docs.py	152	Sinh Activation Operator. .. math:: out = sinh(x) Args: x (Tensor): Input of Sinh operator
HIGH	python/paddle/_paddle_docs.py	193	Computes the minimum of tensor elements over the given axis Note: The difference between min and amin
HIGH	python/paddle/_paddle_docs.py	334	Computes both the minimum and maximum of tensor elements over the given axis. Note: Like amin and amax
HIGH	python/paddle/_paddle_docs.py	384	Computes the maximum of tensor elements over the given axis. Note: The difference between max and amax
HIGH	python/paddle/_paddle_docs.py	525	Element-wise angle of complex numbers. For non-negative real numbers, the angle is 0 while for negative real nu
HIGH	python/paddle/_paddle_docs.py	580	Computes the ``logical and`` of tensor elements over the given dimension. Args: x (Tensor): An N-D Ten
HIGH	python/paddle/_paddle_docs.py	655	Computes the indices of the max elements of the input tensor's element along the provided axis. Args:
HIGH	python/paddle/_paddle_docs.py	708	Computes the indices of the min elements of the input tensor's element along the provided axis. Args:
HIGH	python/paddle/_paddle_docs.py	761	Arctangent Operator. .. math:: out = tan^{-1}(x) Args: x (Tensor): Input of Atan operator,
HIGH	python/paddle/_paddle_docs.py	802	Atanh Activation Operator. .. math:: out = atanh(x) Args: x (Tensor): Input of Atan operat
HIGH	python/paddle/_paddle_docs.py	843	Element-wise arctangent of x/y with consideration of the quadrant. Equation: .. math:: atan2(x
HIGH	python/paddle/_paddle_docs.py	902	Calculates the log to the base 2 of the given input tensor, element-wise. .. math:: Out = \log_2x
HIGH	python/paddle/_paddle_docs.py	959	Calculates the log to the base 10 of the given input tensor, element-wise. .. math:: Out = \log_{10}x
HIGH	python/paddle/_paddle_docs.py	1015	Asinh Activation Operator. .. math:: out = asinh(x) Args: x (Tensor): Input of Asinh opera
HIGH	python/paddle/_paddle_docs.py	1056	Reciprocal Activation Operator. .. math:: out = \\frac{1}{x} Args: x (Tensor): Input of R
HIGH	python/paddle/_paddle_docs.py	1097	Square each elements of the inputs. .. math:: out = x^2 Args: x (Tensor): Input of Square
HIGH	python/paddle/_paddle_docs.py	1136	Tangent Operator. Computes tangent of x element-wise. Input range is `(kpi-pi/2, kpi+pi/2)` and output range
HIGH	python/paddle/_paddle_docs.py	1179	Calculates the natural log of the given input tensor plus 1, element-wise. .. math:: Out = \ln(x+1)
HIGH	python/paddle/_paddle_docs.py	1219	Applies matrix multiplication to two tensors. `matmul` follows the complete broadcast rules, and its behavi
HIGH	python/paddle/_paddle_docs.py	1326	multiply two tensors element-wise. The equation is: .. math:: out = x * y Note: Supported
HIGH	python/paddle/_paddle_docs.py	1383	Calculates the log of the sum of exponential of ``x`` along ``axis`` . .. math:: logsumexp(x) = \log\su
HIGH	python/paddle/_paddle_docs.py	1446	softplus activation .. math:: softplus(x)=\begin{cases} \frac{1}{\beta} * \\log(1 + e^
HIGH	python/paddle/_paddle_docs.py	1488	The function used to calculate modified bessel function of order 0. Equation: .. math::
HIGH	python/paddle/_paddle_docs.py	1527	The function used to calculate exponentially scaled modified Bessel function of order 0. Equation: ..
HIGH	python/paddle/_paddle_docs.py	1567	Check if all :math:`x` and :math:`y` satisfy the condition: .. math:: \\left\| x - y \right\| \\leq atol
HIGH	python/paddle/_paddle_docs.py	1658	Return whether every element of input tensor is finite number or not. Args: x (Tensor): The input tens
HIGH	python/paddle/_paddle_docs.py	1689	Return whether every element of input tensor is `+/-INF` or not. Args: x (Tensor): The input tensor, i
HIGH	python/paddle/_paddle_docs.py	1720	Return whether every element of input tensor is `NaN` or not. Args: x (Tensor): The input tensor, it's
HIGH	python/paddle/_paddle_docs.py	1752	Roll the `x` tensor along the given axis(axes). With specific 'shifts', Elements that roll beyond the last posi
HIGH	python/paddle/_paddle_docs.py	1811	Ceil Operator. Computes ceil of x element-wise. .. math:: out = \\left \\lceil x \\right \\rceil
HIGH	python/paddle/_paddle_docs.py	1852	Computes the sum of tensor elements over the given dimension. This API has two signatures: 1. ``paddle.su
HIGH	python/paddle/_paddle_docs.py	1962	Puts values from the tensor values into the tensor x using the indices specified in indices (which is a tuple of Te
HIGH	python/paddle/_paddle_docs.py	2032	Computes the ``logical or`` of tensor elements over the given dimension, and return the result. Args:
HIGH	python/paddle/_paddle_docs.py	2109	Expand the input tensor ``x`` to the same shape as the input tensor ``y``. Both the number of dimensions of `
HIGH	python/paddle/_paddle_docs.py	2155	Sample input X by using bilinear interpolation or nearest interpolation based on flow field grid, which is usua
HIGH	python/paddle/_paddle_docs.py	2296	This API implements pixel shuffle operation. See more details in :ref:`PixelShuffle <api_paddle_nn_PixelShuffle
HIGH	python/paddle/_paddle_docs.py	2333	gelu activation. The activation function of Gelu is calculated element by element. More information refers to
HIGH	python/paddle/_paddle_docs.py	2400	Sigmoid Activation. .. math:: out = \\frac{1}{1 + e^{-x}} Args: x (Tensor): Input of Sigmo
HIGH	python/paddle/_paddle_docs.py	2443	Returns the truth value of :math:`x > y` elementwise, which is equivalent function to the overloaded operator `>`.
HIGH	python/paddle/_paddle_docs.py	2485	Sine Activation Operator. .. math:: out = sin(x) Args: x (Tensor): Input of Sin operator,
HIGH	python/paddle/_paddle_docs.py	2526	Returns sign of every element in `x`: For real numbers, 1 for positive, -1 for negative and 0 for zero. For complex
HIGH	python/paddle/_paddle_docs.py	2560	Calculates the lgamma of the given input tensor, element-wise. This operator performs elementwise lgamma for i
HIGH	python/paddle/_paddle_docs.py	2601	Calculates the natural log of the given input Tensor, element-wise. .. math:: Out = \ln(x) Args:
HIGH	python/paddle/_paddle_docs.py	2642	Rsqrt Activation Operator. Please make sure input is legal in case of numeric errors. .. math:: ou
HIGH	python/paddle/_paddle_docs.py	2685	Cosine Operator. Computes cosine of x element-wise. Input range is `(-inf, inf)` and output range is `[-1,1]`.
HIGH	python/paddle/_paddle_docs.py	2728	Cosh Activation Operator. Input range `(-inf, inf)`, output range `(1, inf)`. .. math:: out = \\fr
HIGH	python/paddle/_paddle_docs.py	2771	Floor Activation Operator. Computes floor of x element-wise. .. math:: out = \\lfloor x \\rfloor
HIGH	python/paddle/_paddle_docs.py	2812	Compare two tensors and returns a new tensor containing the element-wise maxima. The equation is: .. math::
HIGH	python/paddle/_paddle_docs.py	2881	Compare two tensors and return a new tensor containing the element-wise minima. The equation is: .. math::
HIGH	python/paddle/_paddle_docs.py	2950	Sqrt Activation Operator. .. math:: out=\\sqrt{x}=x^{1/2} Args: x (Tensor): Input of Sqrt
HIGH	python/paddle/_paddle_docs.py	2994	Returns the lower triangular part of a matrix (2-D tensor) or batch of matrices :attr:`x`, the other elements o
HIGH	python/paddle/_paddle_docs.py	3066	Return the upper triangular part of a matrix (2-D tensor) or batch of matrices :attr:`x`, the other elements of
1502 more matches not shown…

Hyper-Verbose Identifiers6543 hits · 6593 pts

Severity	File	Line	Snippet
LOW	setup.py	330	def _convert_readme_relative_paths_for_pypi(readme: str) -> str:
LOW	setup.py	929	def write_parameter_server_version_py(
LOW	setup.py	1161	def get_paddle_extra_install_requirements():
LOW	setup.py	1526	def extend_type_hints_package_data(packages, package_data, paddle_binary_dir):
LOW	setup.py	1553	def get_package_data_and_package_dir():
LOW	setup.py	2994	def install_cpp_dist_and_build_test(install_dir, lib_test_dir, headers, libs):
LOW	setup.py	3050	def submodules_not_exists_or_empty(folder):
LOW	tools/gen_pybind11_stub.py	363	def check_remove_syntax_error(filename: str, limit: int = 10000):
LOW	tools/gen_pybind11_stub.py	555	def load_python_api_function_by_name(name: str) -> Any:
LOW	tools/gen_pybind11_stub.py	890	def _parse_dst_module_to_path(
LOW	tools/gen_tensor_stub.py	71	def create_builtin_annotation_renamer():
LOW	tools/gen_tensor_stub.py	85	def rename_builtin_annotation(annotation):
LOW	tools/count_api_without_core_ops.py	47	def split_with_and_without_core_ops(member, cur_name):
LOW	tools/count_api_without_core_ops.py	170	def get_apis_with_and_without_core_ops(modules):
LOW	tools/CheckPRTemplate.py	144	def check_precision_change_approval(body, pr_number, pr_user):
LOW	tools/CheckPRTemplate.py	285	def pull_request_event_template(event, repo, args, *kwargs):
LOW	tools/check_op_kernel_same_dtypes.py	84	def check_change_or_add_op_kernel_dtypes_valid():
LOW	tools/gen_ut_cmakelists.py	250	def _init_dist_ut_ports_from_cmakefile(self, cmake_file_name):
LOW	tools/gen_ut_cmakelists.py	289	def parse_assigned_dist_ut_ports(self, current_work_dir, depth=0):
LOW	tools/type_checking.py	314	def codeblock_identifier_to_filename(codeblock_identifier: str) -> str:
LOW	tools/get_pr_ut.py	169	def __get_comment_by_filetype(self, content, filetype):
LOW	tools/check_op_desc.py	407	def print_version_error_message(error_message):
LOW	tools/get_pr_title.py	57	def check_skip_distribute_test(title):
LOW	tools/check_code_block_format.py	138	def format_code_block_with_suggestions(
LOW	tools/check_code_block_format.py	181	def check_code_block_indentation(
LOW	tools/check_code_block_format.py	202	def check_code_block_follows_blank_line(
LOW	tools/check_code_block_format.py	216	def check_lines_starts_with_blank_line(
LOW	tools/check_abi_compatibility.py	108	def parse_readelf_dynamic_symbols(readelf_output: str) -> list[DynamicSymbol]:
LOW	tools/check_abi_compatibility.py	184	def is_protected_paddle_abi_symbol(symbol: DynamicSymbol) -> bool:
LOW	tools/check_abi_compatibility.py	193	def protected_symbols_by_name(
LOW	tools/check_abi_compatibility.py	338	def find_required_abi_approver(
LOW	tools/check_abi_compatibility.py	398	def check_abi_removal_approval(
LOW	tools/check_abi_compatibility.py	439	def check_abi_issues_approval(
LOW	tools/gpu_kernel_compare.py	67	def _create_config_signature_without_dtype(
LOW	tools/test_check_pr_approval.py	113	def test_check_with_required_reviewer_not_approved(self):
LOW	tools/check_only_change_python_files.py	58	def check_only_change_python_file(self):
LOW	tools/test_check_api_compatible.py	62	def test_args_places_exchanged(self):
LOW	tools/test_check_api_compatible.py	116	def test_args_places_exchanged(self):
LOW	tools/check_op_benchmark_result.py	56	def load_benchmark_result_from_logs_dir(logs_dir):
LOW	tools/sampcd_processor_utils.py	406	def get_full_api_from_pr_spec():
LOW	tools/sampcd_processor_utils.py	419	def extract_code_blocks_from_docstr(docstr, google_style=True):
LOW	tools/remove_grad_op_and_kernel.py	49	def remove_grad_op_and_kernel(content, pattern1, pattern2):
LOW	tools/codestyle/clang-tidy.py	77	def find_compilation_database(path, result="./"):
LOW	tools/codestyle/clang-tidy.py	205	def check_clang_apply_replacements_binary(args):
LOW	test/tools/test_gpu_kernel_compare.py	35	def test_all_gpu_kernel_detection(self):
LOW	test/tools/test_sampcd_processor.py	506	def test_patch_xdoctest_place(self):
LOW	test/tools/test_sampcd_processor.py	699	def test_patch_xdoctest_float(self):
LOW	test/tools/test_sampcd_processor.py	1818	def test_multiprocessing_xdoctester(self):
LOW	test/tools/test_sampcd_processor.py	2377	def test_single_process_directive(self):
LOW	test/tools/test_check_abi_compatibility.py	41	def test_ignores_weak_undefined_and_local_symbols(self):
LOW	test/tools/test_check_abi_compatibility.py	59	def test_detects_protected_compat_cxx_namespaces(self):
LOW	test/tools/test_check_abi_compatibility.py	87	def test_ignores_non_compat_paddle_entrypoints(self):
LOW	test/tools/test_check_abi_compatibility.py	108	def test_ignores_third_party_symbols(self):
LOW	test/tools/test_check_abi_compatibility.py	120	def test_added_symbols_do_not_fail(self):
LOW	test/tools/test_check_abi_compatibility.py	139	def test_removed_protected_symbol_fails(self):
LOW	test/tools/test_check_abi_compatibility.py	161	def test_removed_third_party_symbol_does_not_fail(self):
LOW	test/tools/test_check_abi_compatibility.py	170	def test_removed_non_compat_phi_symbol_does_not_fail(self):
LOW	test/tools/test_check_abi_compatibility.py	184	def test_missing_pr_library_fails_when_base_has_library(self):
LOW	test/tools/test_check_abi_compatibility.py	199	def test_missing_base_library_does_not_fail(self):
LOW	test/tools/test_check_abi_compatibility.py	214	def test_no_abi_issues_do_not_require_approval(self):
6483 more matches not shown…

Unused Imports4753 hits · 3562 pts

Severity	File	Line
LOW	setup.py	15
LOW	tools/gen_pybind11_stub.py	15
LOW	tools/type_checking.py	24
LOW	tools/sampcd_processor.py	25
LOW	tools/check_abi_compatibility.py	21
LOW	tools/gpu_kernel_compare.py	15
LOW	tools/print_signatures.py	21
LOW	tools/sampcd_processor_utils.py	15
LOW	tools/sampcd_processor_utils.py	623
LOW	tools/sampcd_processor_utils.py	624
LOW	tools/commitlist.py	15
LOW	test/compat/test_torch_proxy_mixed.py	78
LOW	test/compat/test_torch_proxy_mixed.py	91
LOW	test/compat/fake_torch_modules/torch/__init__.py	17
LOW	test/compat/fake_torch_modules/torch/__init__.py	17
LOW	test/compat/fake_torch_modules/torch/nn/__init__.py	15
LOW	test/ipu/op_test_ipu.py	14
LOW	test/flex_checkpoint/test_macros.py	15
LOW	test/ir/pir/cinn/llama_test_model.py	15
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_28.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_79.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_69.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_38.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_0.py	19
LOW	…st/ir/pir/cinn/sub_graphs/test_sub_graph_avg_pool2d.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_18.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_49.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_59.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_4.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_19.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_48.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_58.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_5.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_conv_nd.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_29.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_78.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_68.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_39.py	18
LOW	…/pir/cinn/sub_graphs/test_sub_graph_bfloat162float8.py	17
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_1.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_22.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_73.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_80.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_47.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_16.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_chunk.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_add_n.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_57.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_90.py	15
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_63.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_32.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_12.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_43.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_77.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_26.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_84.py	18
LOW	…/cinn/sub_graphs/test_sub_graph_adaptive_avg_pool2d.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_36.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_67.py	18
LOW	test/ir/pir/cinn/sub_graphs/test_sub_graph_53.py	18
4693 more matches not shown…

Deep Nesting2300 hits · 2084 pts

Severity	File	Line
LOW	setup.py	421
LOW	setup.py	995
LOW	setup.py	1553
LOW	tools/gen_pybind11_stub.py	580
LOW	tools/gen_pybind11_stub.py	695
LOW	tools/gen_pybind11_stub.py	777
LOW	tools/gen_tensor_stub.py	426
LOW	tools/gen_tensor_stub.py	598
LOW	tools/count_api_without_core_ops.py	47
LOW	tools/count_api_without_core_ops.py	95
LOW	tools/count_api_without_core_ops.py	116
LOW	tools/count_api_without_core_ops.py	136
LOW	tools/get_ut_mem_map.py	20
LOW	tools/get_single_test_cov.py	23
LOW	tools/get_single_test_cov.py	68
LOW	tools/get_single_test_cov.py	132
LOW	tools/CheckPRTemplate.py	58
LOW	tools/CheckPRTemplate.py	144
LOW	tools/CheckPRTemplate.py	256
LOW	tools/check_op_kernel_same_dtypes.py	84
LOW	tools/timeline.py	142
LOW	tools/timeline.py	215
LOW	tools/gen_ut_cmakelists.py	250
LOW	tools/gen_ut_cmakelists.py	289
LOW	tools/type_checking.py	104
LOW	tools/get_pr_ut.py	216
LOW	tools/get_pr_ut.py	299
LOW	tools/reduce_lib_size_util.py	23
LOW	tools/reduce_lib_size_util.py	51
LOW	tools/analysisPyXml.py	23
LOW	tools/check_op_desc.py	65
LOW	tools/check_op_desc.py	139
LOW	tools/check_op_desc.py	210
LOW	tools/check_op_desc.py	230
LOW	tools/prune_for_jetson.py	36
LOW	tools/prune_for_jetson.py	110
LOW	tools/check_code_block_format.py	153
LOW	tools/gpu_kernel_compare.py	85
LOW	tools/print_signatures.py	84
LOW	tools/print_signatures.py	208
LOW	tools/check_op_benchmark_result.py	35
LOW	tools/get_ut_file_map.py	20
LOW	tools/get_ut_file_map.py	57
LOW	tools/final_ut_parallel_rule.py	20
LOW	tools/group_case_for_parallel.py	19
LOW	tools/sampcd_processor_utils.py	358
LOW	tools/sampcd_processor_utils.py	419
LOW	tools/sampcd_processor_utils.py	673
LOW	tools/analysis_build_time.py	35
LOW	tools/CrossStackProfiler/DCGMFileReader.py	105
LOW	tools/CrossStackProfiler/NetFileReader.py	28
LOW	tools/CrossStackProfiler/ProfileFileReader.py	56
LOW	tools/CrossStackProfiler/ProfileFileReader.py	71
LOW	tools/CrossStackProfiler/ProfileFileReader.py	199
LOW	tools/CrossStackProfiler/ProfileFileReader.py	316
LOW	tools/CrossStackProfiler/CspReporter.py	143
LOW	tools/codestyle/clang-tidy.py	95
LOW	test/compat/test_torch_proxy_mixed.py	43
LOW	test/compat/test_get_device_module.py	53
LOW	test/compat/test_paddle_cuda_apis.py	22
2240 more matches not shown…

Cross-File Repetition279 hits · 1395 pts

Severity	File	Line	Snippet
HIGH	tools/test_check_api_compatible.py	0	paddle.four_plus_four (paddle.four_plus_four, ('document', 'ff0f188c95030158cc6398d2a6c5four'))
HIGH	test/tools/test_sampcd_processor.py	0	paddle.four_plus_four (paddle.four_plus_four, ('document', 'ff0f188c95030158cc6398d2a6c5four'))
HIGH	test/tools/test_sampcd_processor.py	0	paddle.four_plus_four (paddle.four_plus_four, ('document', 'ff0f188c95030158cc6398d2a6c5four'))
HIGH	test/tools/test_type_checking.py	0	placeholder examples: .. code-block:: pycon :name: code-example-1 this is some blabla... >>> print(7.0, 5., 6.123456) 7.
HIGH	test/tools/test_type_checking.py	0	placeholder examples: .. code-block:: pycon :name: code-example-1 this is some blabla... >>> print(7.0, 5., 6.123456) 7.
HIGH	test/tools/test_sampcd_processor.py	0	placeholder examples: .. code-block:: pycon :name: code-example-1 this is some blabla... >>> print(7.0, 5., 6.123456) 7.
HIGH	test/tools/test_sampcd_processor.py	0	placeholder examples: .. code-block:: pycon :name: code-example-1 this is some blabla... >>> print(7.0, 5., 6.123456) 7.
HIGH	test/tools/test_sampcd_processor.py	0	paddle.one_plus_one (argspec(args=[], varargs=none, keywords=none, defaults=(,)), ('document', 'ff0f188c95030158cc6398d2
HIGH	test/tools/test_sampcd_processor.py	0	paddle.one_plus_one (argspec(args=[], varargs=none, keywords=none, defaults=(,)), ('document', 'ff0f188c95030158cc6398d2
HIGH	test/tools/test_sampcd_processor.py	0	paddle.one_plus_one (argspec(args=[], varargs=none, keywords=none, defaults=(,)), ('document', 'ff0f188c95030158cc6398d2
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]`.
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]`.
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]`.
HIGH	test/ir/inference/auto_scan_test.py	0	prepare tensorrt subgraph engine dynamic shape parameters.
HIGH	test/ir/inference/quant_dequant_test.py	0	prepare tensorrt subgraph engine dynamic shape parameters.
HIGH	test/ir/inference/inference_pass_test.py	0	prepare tensorrt subgraph engine dynamic shape parameters.
HIGH	test/ir/inference/quant_dequant_test.py	0	check whether calculating on cpu and gpu, enable tensorrt or disable tensorrt, enable onednn or disable onednn are all t
HIGH	test/ir/inference/inference_pass_test.py	0	check whether calculating on cpu and gpu, enable tensorrt or disable tensorrt, enable onednn or disable onednn are all t
HIGH	test/ir/inference/inference_pass_test.py	0	check whether calculating on cpu and gpu, enable tensorrt or disable tensorrt, enable onednn or disable onednn are all t
HIGH	…/inference/test_trt_emb_eltwise_layernorm_fuse_pass.py	0	in_var1 emb_var in_var2 emb_var in_var3 emb_var in_var emb_var \| \| \| \| \| \| \| \| lookup_table lookup_table lookup_table ..
HIGH	…/inference/test_trt_emb_eltwise_layernorm_fuse_pass.py	0	in_var1 emb_var in_var2 emb_var in_var3 emb_var in_var emb_var \| \| \| \| \| \| \| \| lookup_table lookup_table lookup_table ..
HIGH	…t/ir/inference/test_emb_eltwise_layernorm_fuse_pass.py	0	in_var1 emb_var in_var2 emb_var in_var3 emb_var in_var emb_var \| \| \| \| \| \| \| \| lookup_table lookup_table lookup_table ..
HIGH	…t/ir/inference/test_emb_eltwise_layernorm_fuse_pass.py	0	in_var1 emb_var in_var2 emb_var in_var3 emb_var in_var emb_var \| \| \| \| \| \| \| \| lookup_table lookup_table lookup_table ..
HIGH	test/collective/fleet/parallel_dygraph_transformer.py	0	generate the initial values for the sinusoid position encoding table.
HIGH	test/legacy_test/transformer_model.py	0	generate the initial values for the sinusoid position encoding table.
HIGH	…cy_test/test_imperative_transformer_sorted_gradient.py	0	generate the initial values for the sinusoid position encoding table.
HIGH	test/dygraph_to_static/transformer_dygraph_model.py	0	generate the initial values for the sinusoid position encoding table.
HIGH	test/collective/fleet/parallel_dygraph_transformer.py	0	the wrapper assembles together all needed layers for the encoder.
HIGH	test/collective/fleet/parallel_dygraph_transformer.py	0	the wrapper assembles together all needed layers for the encoder.
HIGH	…cy_test/test_imperative_transformer_sorted_gradient.py	0	the wrapper assembles together all needed layers for the encoder.
HIGH	…cy_test/test_imperative_transformer_sorted_gradient.py	0	the wrapper assembles together all needed layers for the encoder.
HIGH	test/xpu/test_generate_proposals_v2_op_xpu.py	0	apply intersection-over-union overlap between box_a and box_b
HIGH	test/legacy_test/test_generate_proposals_v2_op.py	0	apply intersection-over-union overlap between box_a and box_b
HIGH	test/legacy_test/test_multiclass_nms_op.py	0	apply intersection-over-union overlap between box_a and box_b
HIGH	test/legacy_test/test_nms_op.py	0	apply intersection-over-union overlap between box_a and box_b
HIGH	test/xpu/test_softmax_op_xpu.py	0	compute the softmax of vector x in a numerically stable way.
HIGH	…/xpu/test_collective_softmax_with_cross_entropy_xpu.py	0	compute the softmax of vector x in a numerically stable way.
HIGH	test/legacy_test/test_fused_multihead_matmul_op.py	0	compute the softmax of vector x in a numerically stable way.
HIGH	test/legacy_test/test_softmax_op.py	0	compute the softmax of vector x in a numerically stable way.
HIGH	…cy_test/c_softmax_with_multi_label_cross_entropy_op.py	0	compute the softmax of vector x in a numerically stable way.
HIGH	test/legacy_test/c_softmax_with_cross_entropy_op.py	0	compute the softmax of vector x in a numerically stable way.
HIGH	test/onednn/test_softmax_bf16_onednn_op.py	0	compute the softmax of vector x in a numerically stable way.
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with binary label
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with binary label
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with binary label
HIGH	…gacy_test/test_sigmoid_cross_entropy_with_logits_op.py	0	test sigmoid_cross_entropy_with_logit_op with binary label
HIGH	…gacy_test/test_sigmoid_cross_entropy_with_logits_op.py	0	test sigmoid_cross_entropy_with_logit_op with binary label
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…t/xpu/test_sigmoid_cross_entropy_with_logits_op_xpu.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…gacy_test/test_sigmoid_cross_entropy_with_logits_op.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…gacy_test/test_sigmoid_cross_entropy_with_logits_op.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…gacy_test/test_sigmoid_cross_entropy_with_logits_op.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	…gacy_test/test_sigmoid_cross_entropy_with_logits_op.py	0	test sigmoid_cross_entropy_with_logit_op with probabilistic label
HIGH	test/xpu/test_truncated_gaussian_random_op_xpu.py	0	reference: https://en.wikipedia.org/wiki/truncated_normal_distribution
HIGH	test/xpu/test_truncated_gaussian_random_op_xpu.py	0	reference: https://en.wikipedia.org/wiki/truncated_normal_distribution
HIGH	test/legacy_test/test_truncated_gaussian_random_op.py	0	reference: https://en.wikipedia.org/wiki/truncated_normal_distribution
HIGH	test/legacy_test/test_truncated_gaussian_random_op.py	0	reference: https://en.wikipedia.org/wiki/truncated_normal_distribution
219 more matches not shown…

Cross-Language Confusion138 hits · 636 pts

Severity	File	Line	Snippet
HIGH	tools/pyCov_multithreading.py	53	os.system(f'cd {path} && pwd && coverage xml -i -o python-coverage.xml')
HIGH	tools/get_pr_ut.py	271	f"cd {PADDLE_ROOT}build && ctest -N",
HIGH	tools/prune_for_jetson.py	105	" && git apply tools/infer_prune_patches/*.patch && cd -"
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}'
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
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/{
HIGH	tools/continuous_integration/bisect.py	99	f'git checkout {args.bisect_branch} && git clean -fd && git checkout .'
HIGH	…t/custom_runtime/test_collective_process_group_xccl.py	49	os.system("rm -rf log && mkdir -p log")
HIGH	…t/custom_runtime/test_collective_process_group_xccl.py	159	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(
HIGH	test/custom_runtime/test_custom_op_setup.py	119	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8 \
HIGH	test/custom_runtime/test_custom_cpu_to_static.py	110	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(
HIGH	test/custom_runtime/test_custom_cpu_profiler_plugin.py	32	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(
HIGH	test/custom_runtime/test_custom_cpu_plugin.py	34	&& mkdir build && cd build && cmake .. -DPython_EXECUTABLE={} -DWITH_TESTING=OFF && make -j8'.format(
HIGH	test/distribution/test_distribution_bernoulli.py	118	KL[a \|\| b] = Pa * Log[Pa / Pb] + (1 - Pa) * Log[(1 - Pa) / (1 - Pb)]
HIGH	test/legacy_test/test_elementwise_heaviside_op.py	481	Fix: add early-return guards in ElemwiseGradBroadcast1CUDA (h==0 \|\| w==0)
HIGH	test/legacy_test/test_elementwise_heaviside_op.py	482	and ElemwiseGradBroadcast2CUDA (pre==0 \|\| n==0 \|\| post==0).
HIGH	…ization/quant2_int8_image_classification_comparison.py	335	f'Accepted top1 accuracy drop threshold: {threshold}. (condition: (Quant_top1_acc - IN8_top1_acc) <= thresho
HIGH	test/custom_op/test_check_abi.py	59	# Mac: clang has no version limitation, always return true
HIGH	test/sot/test_stack.py	44	stack.push(1)
HIGH	test/sot/test_stack.py	45	stack.push(2)
HIGH	python/paddle/_paddle_docs.py	854	&\text{undefined} & x=0, y = 0
HIGH	python/paddle/_paddle_docs.py	3246	out = x \|\| y
HIGH	python/paddle/_paddle_docs.py	3341	out = (x \|\| y) \&\& !(x \&\& y)
HIGH	python/paddle/nn/initializer/kaiming.py	183	# var.place._type() means undefined, happens when initializer is specified in ParamAttr
HIGH	python/paddle/nn/layer/common.py	302	if align_corners = True && out_size > 1 :
HIGH	python/paddle/nn/functional/common.py	328	if align_corners = True && out_size > 1 :
HIGH	python/paddle/nn/functional/common.py	1035	if align_corners = True && out_size > 1 :
HIGH	python/paddle/io/dataloader/dataloader_iter.py	285	self._blocking_queue.push(array)
HIGH	python/paddle/io/dataloader/dataloader_iter.py	658	if not self._blocking_queue.push(array):
HIGH	python/paddle/distribution/laplace.py	384	r"""Calculate the KL divergence KL(self \|\| other) with two Laplace instances.
HIGH	python/paddle/distribution/geometric.py	323	r"""Calculate the KL divergence KL(self \|\| other) with two Geometric instances.
HIGH	python/paddle/distribution/bernoulli.py	456	KL(a \|\| b) = p_a \log(p_a / p_b) + (1 - p_a) \log((1 - p_a) / (1 - p_b))
HIGH	python/paddle/vision/ops.py	1986	Their relation should be ``0 <= x1 < x2 && 0 <= y1 < y2``.
HIGH	python/paddle/jit/dy2static/transformers/utils.py	425	a.push(0) don't modify the variable a, but the content
HIGH	python/paddle/jit/dy2static/transformers/utils.py	440	b.push(1)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	765	self.stack.push(
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	768	self.stack.push(old_exception)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	769	self.stack.push(
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	778	self.stack.push(
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	783	self.stack.push(ConstantVariable.wrap_literal(None, self._graph))
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	784	self.stack.push(exception_var)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	785	self.stack.push(
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	823	self.stack.push(self.stack.peek[instr.arg])
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	826	self.stack.push(self.stack.top)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	830	self.stack.push(ref)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	988	self.stack.push(
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	996	self.stack.push(var)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1001	self.stack.push(const_var)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1012	self.stack.push(self.vframe.cells[name])
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1016	self.stack.push(self.vframe.locals[instr.argval].cell_content())
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1020	self.stack.push(self.vframe.cells[name].cell_content())
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1029	self.stack.push(var)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1037	self.stack.push(int_var)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1055	self.stack.push(NullVariable())
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1063	self.stack.push(value)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1065	self.stack.push(NullVariable())
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1084	self.stack.push(method.fn)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1085	self.stack.push(obj)
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1089	self.stack.push(NullVariable())
HIGH	…/jit/sot/opcode_translator/executor/opcode_executor.py	1090	self.stack.push(method)
78 more matches not shown…

Decorative Section Separators187 hits · 602 pts

Severity	File	Line	Snippet
MEDIUM	.cmake-format.py	15	# -----------------------------
MEDIUM	.cmake-format.py	17	# -----------------------------
MEDIUM	.cmake-format.py	22	# ------------------------------------------------
MEDIUM	.cmake-format.py	24	# ------------------------------------------------
MEDIUM	.cmake-format.py	34	# ----------------------------------
MEDIUM	.cmake-format.py	36	# ----------------------------------
MEDIUM	tools/enforce/count_all_enforce.sh	35	# ----------------------------
MEDIUM	tools/enforce/count_all_enforce.sh	37	# ----------------------------
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	28	# ==============================================================================
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	31	# ==============================================================================
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	132	# ==============================================================================
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	134	# ==============================================================================
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	240	# ==============================================================================
MEDIUM	test/flex_checkpoint/strategy_conversion_engine.py	242	# ==============================================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	81	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	104	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	127	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	235	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	258	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	281	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	375	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	425	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	529	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine_transpose_cast.py	622	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	26	# ------------------------------------------------------
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	49	# ------------------------------------------------------
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	70	# ------------------------------------------------------
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	81	# ------------------------------------------------------
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	90	# ------------------------------------------------------
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	101	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	133	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	165	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	257	# ------------------------------------------------------
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	259	# ======================================================
MEDIUM	test/flex_checkpoint/test_aoa_engine.py	310	# ======================================================
MEDIUM	test/ir/inference/test_use_optimized_model_api.py	36	# -------------------------------------------------------------
MEDIUM	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	72	# ------------------------------------------------------------------
MEDIUM	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	74	# ------------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	529	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	531	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	561	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	563	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	589	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	591	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	597	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_elementwise_heaviside_op.py	599	# ---------------------------------------------------------------
MEDIUM	test/legacy_test/test_slow_conv_op.py	115	# =================================================================
MEDIUM	test/legacy_test/test_slow_conv_op.py	117	# =================================================================
MEDIUM	test/legacy_test/test_slow_conv_op.py	216	# =================================================================
MEDIUM	test/legacy_test/test_slow_conv_op.py	218	# =================================================================
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	111	# ── dtype coverage ──────────────────────────────────────────────────
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	168	# ── shape coverage ──────────────────────────────────────────────────
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	190	# ── stream ordering ─────────────────────────────────────────────────
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	435	# ---------------------------------------------------------------------------
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	437	# ---------------------------------------------------------------------------
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	731	# ---------------------------------------------------------------------------
MEDIUM	test/legacy_test/test_print_tensor_in_gpu.py	734	# ---------------------------------------------------------------------------
MEDIUM	test/legacy_test/test_pylayer_clear_dataptr.py	236	# ------------------------------------------------------------------
MEDIUM	test/legacy_test/test_pylayer_clear_dataptr.py	238	# ------------------------------------------------------------------
MEDIUM	test/legacy_test/test_pylayer_clear_dataptr.py	277	# ------------------------------------------------------------------
127 more matches not shown…

Excessive Try-Catch Wrapping417 hits · 484 pts

Severity	File	Line	Snippet
LOW	setup.py	547	except Exception as e:
MEDIUM	setup.py	548	print(f"Error while getting TensorRT version: {e}")
LOW	setup.py	1383	except Exception as e:
LOW	setup.py	2953	except Exception as e:
LOW	setup.py	3069	except Exception:
MEDIUM	setup.py	296	def git_commit() -> str:
LOW	tools/CheckPRTemplate.py	242	except Exception as e:
MEDIUM	tools/CheckPRTemplate.py	50	def check_link_accessible(url):
MEDIUM	tools/op_benchmark_count.py	117	print(f"Error Lines Percentage: {error_percentage:.2f}%")
LOW	tools/gen_ut_cmakelists.py	489	except Exception as e:
LOW	tools/gen_ut_cmakelists.py	560	except Exception as e:
LOW	tools/get_quick_disable_lt.py	116	except Exception as e:
LOW	tools/get_pr_ut.py	69	except Exception as e:
LOW	tools/get_pr_ut.py	117	except Exception as e:
LOW	tools/print_signatures.py	180	except Exception as e:
MEDIUM	tools/print_signatures.py	64	def md5(doc):
LOW	tools/CrossStackProfiler/NetFileReader.py	63	except Exception:
LOW	tools/CrossStackProfiler/CspFileReader.py	301	except Exception:
LOW	tools/CrossStackProfiler/CspFileReader.py	366	except Exception as e:
MEDIUM	tools/CrossStackProfiler/CspFileReader.py	363	def test_FileReader(args):
MEDIUM	tools/codestyle/clang-tidy.py	452	print('Error exporting fixes.\n', file=sys.stderr)
MEDIUM	tools/codestyle/clang-tidy.py	461	print('Error applying fixes.\n', file=sys.stderr)
LOW	test/compat/test_event_stream_apis.py	63	except Exception:
LOW	test/compat/test_event_stream_apis.py	262	except Exception:
LOW	test/compat/test_event_stream_apis.py	299	except Exception:
LOW	test/compat/test_paddle_cuda_apis.py	42	except Exception:
LOW	test/compat/test_paddle_cuda_apis.py	115	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	163	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	243	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	291	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	318	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	187	except Exception:
LOW	test/compat/test_paddle_cuda_apis.py	332	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	350	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	369	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	390	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	408	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	430	except Exception as e:
LOW	test/compat/test_paddle_cuda_apis.py	451	except Exception as e:
LOW	test/ir/inference/auto_scan_test.py	359	except Exception as e:
LOW	test/ir/inference/auto_scan_test.py	604	except Exception as e:
LOW	test/ir/inference/auto_scan_test.py	1116	except Exception as e:
LOW	test/ir/inference/auto_scan_test.py	1215	except Exception as e:
LOW	test/collective/test_gen_nccl_id_op.py	77	except Exception as e:
MEDIUM	test/collective/test_gen_nccl_id_op.py	74	def setUp(self):
LOW	…ollective/multinode/mn_dygraph_group_sharded_stage3.py	318	except Exception as e:
LOW	test/collective/fleet/test_auto_checkpoint.py	268	except Exception as e:
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	521	except Exception as e:
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	536	except Exception as e:
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	551	except Exception as e:
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	566	except Exception as e:
LOW	…ollective/fleet/hybrid_parallel_sharding_muon_model.py	582	except Exception as e:
LOW	…llective/fleet/dygraph_group_sharded_stage2_offload.py	125	except Exception as e:
LOW	test/ai_edited_test/test_ai_layer_gen.py	192	except Exception:
LOW	test/ai_edited_test/test_ai_layer_gen.py	263	except Exception:
LOW	test/ai_edited_test/test_ai_layer_gen.py	288	except Exception:
LOW	test/ai_edited_test/test_ai_layer_gen.py	301	except Exception:
LOW	test/ai_edited_test/test_ai_layer_gen.py	314	except Exception:
LOW	test/ai_edited_test/test_ai_layer_gen.py	325	except Exception:
LOW	test/ai_edited_test/test_ai_layer_gen.py	334	except Exception:
357 more matches not shown…

Hallucination Indicators39 hits · 432 pts

Severity	File	Line	Snippet
CRITICAL	…lective/fleet/test_fleet_tensor_parallel_extra_sync.py	144	paddle.distributed.fleet.utils.tensor_parallel_utils.add_extra_synchronization(
CRITICAL	test/collective/fleet/test_zero_bubble_utils.py	129	paddle.base.framework.core.eager.Tensor(
CRITICAL	test/collective/fleet/test_hdfs1.py	57	\tat org.apache.hadoop.util.FileSystemUtil.throwException(FileSystemUtil.java:164)
CRITICAL	test/collective/fleet/test_hdfs1.py	58	\tat org.apache.hadoop.util.FileSystemUtil.dealWithResponse(FileSystemUtil.java:118)
CRITICAL	test/collective/fleet/test_hdfs1.py	59	\tat org.apache.hadoop.lite.client.LiteClientImpl.getFileStatus(LiteClientImpl.java:696)
CRITICAL	test/collective/fleet/test_hdfs1.py	60	\tat org.apache.hadoop.fs.LibDFileSystemImpl.getFileStatus(LibDFileSystemImpl.java:297)
CRITICAL	test/collective/fleet/test_hdfs1.py	61	\tat org.apache.hadoop.fs.LiteFileSystem.getFileStatus(LiteFileSystem.java:514)
CRITICAL	test/collective/fleet/test_hdfs1.py	62	\tat org.apache.hadoop.fs.FsShell.test(FsShell.java:1092)
CRITICAL	test/collective/fleet/test_hdfs1.py	63	\tat org.apache.hadoop.fs.FsShell.run(FsShell.java:2285)
CRITICAL	test/collective/fleet/test_hdfs1.py	64	\tat org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:65)
CRITICAL	test/collective/fleet/test_hdfs1.py	65	\tat org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:79)
CRITICAL	test/collective/fleet/test_hdfs1.py	66	\tat org.apache.hadoop.fs.FsShell.main(FsShell.java:2353)
CRITICAL	test/legacy_test/test_fleet_runtime.py	24	base = paddle.distributed.fleet.runtime.runtime_base.RuntimeBase()
CRITICAL	test/legacy_test/test_dist_base.py	103	role = paddle.distributed.fleet.base.role_maker.PaddleCloudRoleMaker(
CRITICAL	python/paddle/nn/layer/conv.py	887	return paddle.distributed.auto_parallel.ring_conv.RingConv2d.apply(
CRITICAL	python/paddle/nn/functional/sdpa.py	551	out = paddle.distributed.auto_parallel.ring_attention.RingFlashAttention.apply(
CRITICAL	python/paddle/distributed/auto_parallel/moe_utils.py	118	dims_mapping = paddle.distributed.auto_parallel.static.utils.convert_to_dims_mapping(
CRITICAL	python/paddle/distributed/ps/the_one_ps.py	986	table_proto = self.ps_desc.worker_param.downpour_worker_param.downpour_table_param.add()
CRITICAL	python/paddle/distributed/ps/the_one_ps.py	988	table_proto = self.ps_desc.server_param.downpour_server_param.downpour_table_param.add()
CRITICAL	python/paddle/distributed/ps/the_one_ps.py	1001	table_proto = self.ps_desc.server_param.downpour_server_param.downpour_table_param.add()
CRITICAL	…e/distributed/fleet/meta_parallel/zero_bubble_utils.py	85	weight.main_grad = paddle.base.framework.core.eager.Tensor(
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")
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")
CRITICAL	…thon/paddle/incubate/distributed/utils/io/dist_save.py	113	>>> paddle.incubate.distributed.utils.io.save(
CRITICAL	…thon/paddle/incubate/distributed/utils/io/dist_save.py	118	>>> paddle.incubate.distributed.utils.io.save(
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
CRITICAL	…le/incubate/distributed/models/moe/gate/gshard_gate.py	81	topk_idx = paddle.distributed.models.moe.utils._random_routing(
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	279	table.accessor.sparse_commonsgd_param.naive.weight_bounds.extend(
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	283	table.accessor.sparse_commonsgd_param.naive.weight_bounds.extend(
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	297	table.accessor.sparse_commonsgd_param.adagrad.weight_bounds.extend(
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	301	table.accessor.sparse_commonsgd_param.adagrad.weight_bounds.extend(
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	321	table.accessor.sparse_commonsgd_param.adam.weight_bounds.extend(
CRITICAL	…ubate/distributed/fleet/parameter_server/pslib/node.py	325	table.accessor.sparse_commonsgd_param.adam.weight_bounds.extend(
CRITICAL	python/paddle/jit/dy2static/program_translator.py	1790	>>> paddle.jit.dy2static.program_translator.ProgramTranslator.get_instance()
CRITICAL	python/paddle/jit/dy2static/pir_partial_program.py	383	paddle.distributed.auto_parallel.static.mix_to_dist_pass.apply_mix2dist_pass(
CRITICAL	python/paddle/jit/dy2static/pir_partial_program.py	389	paddle.distributed.auto_parallel.static.mix_to_dist_pass.apply_mix2dist_pass(
CRITICAL	python/paddle/jit/dy2static/pir_partial_program.py	392	paddle.distributed.auto_parallel.static.pir_pass.apply_partition_pass(
CRITICAL	python/paddle/jit/dy2static/pir_partial_program.py	395	paddle.distributed.auto_parallel.static.pir_pass.ReshardPasses.apply_reshard_pass(
CRITICAL	python/paddle/jit/dy2static/pir_partial_program.py	399	paddle.distributed.auto_parallel.static.pir_pass.remove_unuseful_comm_op_pass(

Self-Referential Comments93 hits · 254 pts

Severity	File	Line	Snippet
MEDIUM	tools/gen_tensor_stub.py	263	'# This file is auto generated by `tools/gen_tensor_stub.py`.\n\n'
MEDIUM	tools/gen_ut_cmakelists.py	550	cmds = """# This file is generated by ${PADDLE_ROOT}/tools/gen_ut_cmakelists.py.
MEDIUM	test/compat/test_event_stream_apis.py	168	# Create a tensor to ensure some work is done
MEDIUM	test/compat/test_event_stream_apis.py	320	# Create a stream for work execution
MEDIUM	test/ir/inference/test_trt_explicit_quantization.py	82	# Define the inference program
MEDIUM	test/ir/inference/test_trt_explicit_quantization.py	147	# Define the inference program
MEDIUM	test/collective/fleet/hybrid_parallel_pp_layers.py	332	# Create a generator that yields (input, label) pairs
MEDIUM	test/ai_edited_test/test_ai_embedding_onehot.py	120	# Create a weight matrix where some rows have norm > max_norm
MEDIUM	test/ai_edited_test/test_ai_nn_utils.py	106	# Create a new vector of the right size
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	52	# Create a fixed compute tensor for matmul.
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	91	# Create a fixed tensor with known values using linspace.
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	110	# Create a fixed source tensor with all elements equal to 3.14.
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	114	# Create a destination tensor on CPU (pinned memory) initialized to zeros.
MEDIUM	test/xpu/test_xpu_async_offload_reload_performance.py	148	# Create a large tensor (~100MB) on XPU.
MEDIUM	test/xpu/test_xpu_async_offload_reload_loadtest.py	50	# Create a large tensor on XPU.
MEDIUM	test/xpu/test_xpu_async_offload_reload.py	50	# Create a fixed compute tensor for matmul
MEDIUM	test/xpu/test_xpu_async_offload_reload.py	89	# Create a fixed tensor with known values using linspace.
MEDIUM	test/xpu/test_xpu_async_offload_reload.py	108	# Create a fixed source tensor with all elements equal to 3.14.
MEDIUM	test/xpu/test_xpu_async_offload_reload.py	114	# Create a destination tensor on CPU (pinned memory) initialized to zeros.
MEDIUM	test/xpu/test_xpu_pinned_memory.py	37	# Create a sample numpy array.
MEDIUM	test/xpu/test_xpu_pinned_memory.py	40	# Create an XPU pinned memory place using the same interface as GPU pinned memory.
MEDIUM	test/xpu/test_xpu_pinned_memory.py	43	# Create a tensor in XPU pinned memory.
MEDIUM	test/xpu/test_xpu_pinned_memory.py	60	# Create a sample numpy array.
MEDIUM	test/xpu/test_xpu_pinned_memory.py	63	# Create a tensor on an XPU device.
MEDIUM	test/xpu/test_xpu_share_memory.py	94	# Create a Queue to send the IPC metadata.
MEDIUM	test/legacy_test/test_tensor_requires_grad.py	82	# Create a parameter - Parameters have stop_gradient=False by default (trainable)
MEDIUM	test/legacy_test/test_tensor_requires_grad.py	282	# Create a parameter - Parameters have stop_gradient=False by default (trainable)
MEDIUM	test/legacy_test/test_sdpa_kernel.py	135	# Create a mask
MEDIUM	test/legacy_test/test_interp_recompute_scale_factor.py	491	# Create a scalar tensor with empty shape []
MEDIUM	test/legacy_test/test_cuda_graph.py	210	# Create a new input buffer and replace the pointer
MEDIUM	test/legacy_test/ernie_utils/top2_gate.py	666	# Create a mask for 1st's expert per token
MEDIUM	test/legacy_test/ernie_utils/top2_gate.py	680	# Create a mask for 2nd's expert per token using Gumbel-max trick
MEDIUM	test/auto_parallel/test_dist_tensor.py	69	# Create a dist_attr
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
MEDIUM	test/tensorrt/test_converter_model_bert.py	46	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_converter_model_dummy.py	45	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_converter_model_dummy.py	86	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_converter_model_resnet50_move.py	67	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	72	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	119	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	175	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_converter_model_resnet50.py	269	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_export.py	151	# Create a TensorRTConfig with inputs as a required field.
MEDIUM	test/tensorrt/test_export.py	162	# Create a config for inference.
MEDIUM	test/sot/test_24_exceptions.py	42	# This function is designed to test scenarios involving only the `raise` statement.
MEDIUM	python/paddle/reader/decorator.py	392	>>> # Create a buffered reader, and the buffer size is 2.
MEDIUM	python/paddle/compat/proxy.py	367	# Create a new module object that will act as the "torch..." module.
MEDIUM	python/paddle/compat/nn/__init__.py	520	>>> # Define the linear layer.
MEDIUM	python/paddle/nn/layer/common.py	169	>>> # Define the linear layer.
MEDIUM	python/paddle/optimizer/adagrad.py	239	# Create the adagrad optimizer op
MEDIUM	python/paddle/optimizer/adadelta.py	234	# Create the adadelta optimizer op
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)
MEDIUM	…paddle/distributed/transpiler/distribute_transpiler.py	1350	# Create a union-find data structure from optimize ops,
MEDIUM	…paddle/distributed/transpiler/distribute_transpiler.py	2784	# Create a unit find data struct by optimize ops
MEDIUM	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	102	# Create a new ReadItem with combined dst_ranks
MEDIUM	python/paddle/distributed/auto_parallel/api.py	820	>>> # Create a distributed attribute
MEDIUM	python/paddle/distributed/fleet/layers/mpu/random.py	30	# This file is inspired by Megatron to control random states for MP:
MEDIUM	…buted/fleet/meta_parallel/parallel_layers/pp_layers.py	283	# This method is used to unify codes in _build_layer_impl.
MEDIUM	python/paddle/cuda/__init__.py	544	>>> # Create a tensor to allocate memory
MEDIUM	python/paddle/distribution/normal.py	100	>>> # Define a single scalar Normal distribution.
33 more matches not shown…

Dead Code94 hits · 165 pts

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

AI Slop Vocabulary48 hits · 90 pts

Severity	File	Line	Snippet
LOW	tools/dockerfile/build_scripts/build.sh	92	# So let's just use the same one pip and everyone uses
LOW	test/ir/inference/test_onednn_prelu_op.py	44	# not valid case, just return 0
LOW	test/ir/inference/test_onednn_prelu_op.py	56	# not valid case, just return 0
LOW	test/xpu/process_group_bkcl.py	83	# XPU don't support event query by now, so just use sync op here
MEDIUM	test/legacy_test/test_cos.py	136	"""Test float32 cos with large shape for comprehensive coverage.
MEDIUM	test/legacy_test/test_cos.py	149	"""Test float64 cos with large shape for comprehensive coverage.
LOW	test/legacy_test/test_eager_tensor.py	2154	# just return self
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.
MEDIUM	test/legacy_test/test_einsum_v2.py	235	# self.sample = {"paradigm": "i->iii", "data": ["x"]}
MEDIUM	test/legacy_test/test_einsum_v2.py	239	# self.sample = {"paradigm": "i...->i...i", "data": ["S"]}
MEDIUM	test/legacy_test/test_pow.py	501	"""Test float32 pow with large shape on CPU for comprehensive coverage."""
MEDIUM	test/legacy_test/test_pow.py	513	"""Test float64 pow with large shape on CPU for comprehensive coverage."""
MEDIUM	test/legacy_test/test_exp.py	137	"""Test float32 exp with large shape for comprehensive coverage.
MEDIUM	test/legacy_test/test_exp.py	149	"""Test float64 exp with large shape for comprehensive coverage.
MEDIUM	test/legacy_test/test_pylayer_clear_dataptr.py	361	# confirming the erase path is robust against missing entries.
MEDIUM	test/legacy_test/test_sin.py	136	"""Test float32 sin with large shape for comprehensive coverage.
MEDIUM	test/legacy_test/test_sin.py	149	"""Test float64 sin with large shape for comprehensive coverage.
LOW	python/paddle/distributed/parallel.py	1116	# here just set correctly place to users
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
LOW	python/paddle/distributed/auto_parallel/api.py	349	# None calc rank, just return no init.
LOW	python/paddle/distributed/auto_parallel/api.py	515	# just use the local shape to calculate the global shape
MEDIUM	…n/paddle/distributed/auto_parallel/pipelining/stage.py	953	# A more robust interface implementation is desired in the future.
LOW	…addle/distributed/auto_parallel/static/dist_context.py	916	# here we just set there process_mesh to the first one.
LOW	…thon/paddle/distributed/auto_parallel/static/engine.py	1171	# so, just return here and need to reimplement the logics below
LOW	…e/distributed/auto_parallel/static/operators/common.py	311	# For now, just return the first compatible impl
MEDIUM	…e/distributed/auto_parallel/static/operators/common.py	479	# TODO utilize the batch_dim attr instead of "0" in future
LOW	…e/distributed/fleet/meta_parallel/pipeline_parallel.py	3367	# else just return logits without loss func calc
LOW	…e/distributed/fleet/meta_parallel/pipeline_parallel.py	3717	# else just return logits without loss func calc
LOW	…e/distributed/fleet/meta_parallel/pipeline_parallel.py	4174	# else just return logits without loss func calc
MEDIUM	…buted/fleet/meta_parallel/parallel_layers/pp_layers.py	723	# Set color for shared parameters to facilitate synchronization of parameters
LOW	…buted/fleet/meta_parallel/parallel_layers/pp_layers.py	971	# For 1f1b scheduler, just use run_function list
LOW	python/paddle/io/dataloader/flat.py	140	# simply return structure
LOW	python/paddle/utils/dlpack.py	265	# Old versions just call the converter
LOW	python/paddle/incubate/jit/inference_decorator.py	618	# if function has already been decorated by @paddle.incubate.jit.inference(), then we just return it.
LOW	python/paddle/jit/dy2static/convert_operators.py	478	# IfExpr will return a non-None return value, so we just return ret.
LOW	python/paddle/jit/dy2static/partial_program.py	1132	# can't just create a new program, we need copy the vardesc.
MEDIUM	python/paddle/jit/sot/utils/envs.py	168	# Enable information collection flags to facilitate debugging and analysis
LOW	…e/jit/sot/opcode_translator/executor/function_graph.py	903	# just set it back in SIR, and return outputs to replace tensor meta (it might changes?)
LOW	…t/sot/opcode_translator/executor/variables/callable.py	269	# do nothing. just return None.
MEDIUM	ci/coverage_gcda_clean.py	90	# modified to make it more robust
MEDIUM	paddle/cinn/ir/ir.h	1009	// TODO(liujinnan): Essentially IterExpr is not IndexExpr, so it does not
MEDIUM	paddle/cinn/hlir/framework/pir/broadcast_with_cf.h	26	// eliminated, and we utilize broadcast shape conditions to determine which
MEDIUM	paddle/fluid/pybind/slice_utils.h	290	// _PySlice_GetIndices. Try to use _PySlice_Unpack which is more robust than
MEDIUM	paddle/phi/backends/gpu/cuda/cuda_graph.h	109	// utilize the `cudaGraphExecKernelNodeSetParams` function for parameter setup.
MEDIUM	paddle/phi/backends/gpu/rocm/hip_graph.h	111	// utilize the `cudaGraphExecKernelNodeSetParams` function for parameter setup.
MEDIUM	paddle/phi/backends/onednn/onednn_reuse.h	1041	// rare shapes. By extending the shape to utilize oneDNN optimized binary
MEDIUM	paddle/phi/backends/custom/cuda_graph.h	113	// utilize the `cudaGraphExecKernelNodeSetParams` function for parameter setup.
LOW	paddle/phi/api/generator/dist_api_gen.py	2024	# InferSPMD rules, just set replicated dist_attr for them.

Verbosity Indicators49 hits · 74 pts

Severity	File	Line	Snippet
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)
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']
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
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']
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)
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']
LOW	python/paddle/optimizer/muon.py	551	# Step 1: Momentum update
LOW	python/paddle/optimizer/muon.py	562	# Step 2: Reshape update buffer to 2D matrix.
LOW	python/paddle/optimizer/muon.py	581	# Step 3: Newton-Schulz orthogonalisation
LOW	…paddle/distributed/flex_checkpoint/dcp/reshard_comm.py	70	# Step 1: Group by tensor_name
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
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
LOW	python/paddle/distributed/auto_parallel/ring_conv.py	629	# Step 1: Reconstruct `in_tensor_augmented` (original input to local conv in forward)
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
LOW	python/paddle/distributed/auto_parallel/ring_conv.py	666	# Step 3: Local backward computation using augmented/padded tensors
LOW	python/paddle/distributed/auto_parallel/ring_conv.py	672	# Step 4: Aggregate "halo" regions for grad_input
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
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
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
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
LOW	…/paddle/distributed/auto_parallel/static/completion.py	899	# Step 1: Set the annotated process meshes from tensors to the first ops using them
LOW	…/paddle/distributed/auto_parallel/static/completion.py	936	# Step 2: set the process meshes of ops with the nearest op before them
LOW	…/paddle/distributed/auto_parallel/static/completion.py	969	# Step 3: adjust the process meshes for special ops
LOW	…/paddle/distributed/auto_parallel/static/completion.py	972	# Step 4: adjust the process meshes between graphs
LOW	…thon/paddle/distributed/auto_parallel/static/engine.py	517	# Step 1: find the reader ops
LOW	…thon/paddle/distributed/auto_parallel/static/engine.py	522	# Step 2: insert the new reader ops to cpp
LOW	…thon/paddle/distributed/auto_parallel/static/engine.py	536	# Step 3: insert the new reader ops to python
LOW	…thon/paddle/distributed/auto_parallel/static/engine.py	541	# Step 4: remove the old reader ops from python and cpp
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	712	# Step 1: nF0
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	717	# Step 2: nF0F1
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	730	# Step 3: nB1W1F1 (Use zero bubble)
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	797	# Step 5: nB1F1B0
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	803	# Step 6: nB1B0 (The second half of the passes use zero bubble)
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	814	# Step 7: nWB0 (Use zero bubble)
LOW	…on/paddle/distributed/fleet/meta_parallel/dualpipev.py	820	# Step 8: nW
LOW	paddle/fluid/imperative/layout_transformer.h	185	// Step 1: Adjust the data_layout attr to the desired layout
LOW	paddle/fluid/imperative/layout_transformer.h	205	// Step 2: Transpose the specified input for Op and set the transposed var's
LOW	paddle/fluid/imperative/layout_transformer.h	219	// Step 3: Set the Op's layout sensitive outs var.
LOW	paddle/phi/kernels/impl/slice_kernel_impl.h	36	// Step 1: Get the accurate attribute value of starts and ends
LOW	paddle/phi/kernels/impl/slice_kernel_impl.h	39	// Step 2: Compute output
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	107	// Step 1: Set the value of out at `_index` to zero
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
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	172	// Step 3: Set out tensor with value_tensor
LOW	paddle/phi/kernels/impl/lu_kernel_impl.h	275	// Step 2: Compute output
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2134	// Step 1: Convert var -> rstd
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2152	// Step 2: Compute dX using vectorized or non-vectorized kernel
LOW	paddle/phi/kernels/gpu/rms_norm_cuda_kernel.h	2193	// Step 3: Compute dgamma and dbeta
LOW	paddle/phi/kernels/funcs/layer_norm_impl.cu.h	243	// Step 1: Reduce to calculate mean and var
LOW	paddle/phi/kernels/funcs/layer_norm_impl.cu.h	269	// Step 2: Calculate y

Redundant / Tautological Comments54 hits · 70 pts

Severity	File	Line	Snippet
LOW	tools/CheckPRTemplate.py	150	# Check if involves precision change
LOW	tools/CheckPRTemplate.py	215	# Check if all required approvers have approved
LOW	test/compat/test_device_apis.py	192	# Set device to GPU
LOW	test/compat/test_device_apis.py	373	# Set device to custom device
LOW	test/compat/test_device_apis.py	559	# Set device to GPU
LOW	test/compat/test_device_apis.py	631	# Set device to custom device
LOW	test/compat/test_paddle_cuda_apis.py	49	# Check if we should skip all tests
LOW	test/ipu/op_test_ipu.py	76	# Check if ipumodel mode is enabled
LOW	test/ir/pir/fused_pass/test_pir_horizontal_fuse_pass.py	219	# Assign results to the program
LOW	test/ai_edited_test/test_ai_moe_permute.py	196	# Assign tokens to experts
LOW	test/ai_edited_test/test_ai_random_state.py	59	# Set device to CPU to ensure random numbers are generated on CPU
LOW	test/legacy_test/test_tensor_fill_diagonal_.py	296	# Check if diagonal elements are updated correctly
LOW	test/legacy_test/test_tensor_fill_diagonal_.py	299	# Check if off-diagonal elements remain 0
LOW	test/legacy_test/test_eager_tensor.py	569	False # Set stop_gradient to be False, supported auto-grad
LOW	test/legacy_test/test_sequential.py	52	# Check if layer names are preserved in order
LOW	test/legacy_test/test_sequential.py	57	# Check if layers can be accessed by name
LOW	test/legacy_test/test_mean_op_v1.py	28	# Check if we're using XPU
LOW	test/legacy_test/test_mean_op_v1.py	33	# Check if we're using OneDNN
LOW	test/legacy_test/test_fused_act_dequant_op.py	201	# Check if s needs to be expanded to match x shape
LOW	test/legacy_test/test_compat_nn_linear.py	442	# Check if weights are the same
LOW	test/legacy_test/test_executor_and_use_program_cache.py	44	# Set parallel to False to use the default executor.
LOW	test/legacy_test/test_narrow.py	60	# Check if they both changed to test_val (alias)
LOW	test/legacy_test/test_tensor_type_convert_api.py	139	# Check if conversion method exists
LOW	test/legacy_test/test_tensor_type_convert_api.py	220	# Check if the method exists
LOW	test/legacy_test/test_nn_functional_interpolate.py	248	# Check if grad is not all zeros (it shouldn't be)
LOW	test/dygraph_to_static/check_approval.py	135	# Check if the test class inherits from unittest.TestCase
LOW	python/paddle/nn/functional/pooling.py	655	# Check if dilation is non-trivial (not all ones)
LOW	python/paddle/nn/functional/pooling.py	1267	# Check if dilation is non-trivial (not all ones)
LOW	python/paddle/nn/functional/pooling.py	1457	# Check if dilation is non-trivial (not all ones)
LOW	python/paddle/framework/restricted_unpickler.py	133	# Check if class has __dict__ (user-defined classes do)
LOW	python/paddle/framework/restricted_unpickler.py	151	# Check if this base class defines the dangerous method
LOW	python/paddle/distributed/parallel.py	733	# Print result in process 1:
LOW	python/paddle/distributed/parallel.py	737	# Print result in process 2:
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
LOW	…/paddle/distributed/fleet/base/distributed_strategy.py	346	# Check if attribute exists in self or in the protobuf strategy object
LOW	python/paddle/autograd/backward_utils.py	721	# Check if operands_source sizes match
LOW	python/paddle/autograd/backward_utils.py	727	# Check if op_results size matches operands_source
LOW	python/paddle/autograd/backward_utils.py	751	# Check if yield_op is indeed a yield operation
LOW	python/paddle/autograd/backward_utils.py	755	# Check if operands_source size of yield_op matches op_results size of while_op
LOW	python/paddle/cuda/__init__.py	571	# Check if any device type has been compiled/initialized
LOW	python/paddle/cuda/__init__.py	580	# Check if any custom device type is compiled/initialized
LOW	python/paddle/utils/cpp_extension/cpp_extension.py	1460	# Check if dist-info exists
LOW	python/paddle/utils/cpp_extension/cpp_extension.py	1529	# Check if dist-info exists
LOW	python/paddle/tensorrt/register.py	85	# Check if the version range includes 'x' (e.g., "8.x")
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.
LOW	python/paddle/tensor/creation.py	2259	# Check if start/end/step contain floating point values
LOW	python/paddle/tensor/einsum.py	397	# Check if conditions hold for turning the operation into a matmul
LOW	python/paddle/tensor/math.py	4307	# Check if the input tensor is of bool type and raise an error
LOW	python/paddle/tensor/math.py	4340	# Check if the input tensor is of bool type and raise an error
LOW	python/paddle/base/executor.py	2099	# Check if paddle.static.data() variable no feed data
LOW	.github/workflows/cherry-pick.yml	95	# Check if target branch exists on remote
LOW	.github/workflows/cherry-pick.yml	161	# Check if PR already exists
LOW	.github/actions/skip-skill/check_skip.sh	36	# Check if PR event
LOW	.github/actions/skip-skill/check_skip.sh	65	# Check if files match ignore patterns

Example Usage Blocks10 hits · 14 pts

Severity	File	Line	Snippet
LOW	tools/gen_alias_mapping.sh	24	# Usage:
LOW	tools/dockerfile/build-image.sh	19	# Usage:
LOW	tools/enforce/grep_invalid_enforce.sh	20	# Usage:
LOW	test/dygraph_to_static/dygraph_to_static_utils.py	46	# Usage:
LOW	python/paddle/incubate/cc/compiler.py	33	# Usage:
LOW	python/paddle/incubate/cc/typing.py	24	# Usage:
LOW	python/paddle/incubate/cc/typing.py	43	# Usage:
LOW	python/paddle/incubate/cc/typing.py	59	# Usage:
LOW	paddle/.set_python_path.sh	19	# Usage:
LOW	…cinn/runtime/custom_device/custom_device_backend_api.h	102	/// Usage example:

Slop Phrases5 hits · 11 pts

Severity	File	Line	Snippet
MEDIUM	python/paddle/paddle_version.py	56	# Ideally this should work for most cases by attempting to group
MEDIUM	python/paddle/nn/functional/flash_attention.py	129	This is a basic implementation of scaled dot product attention composed of
MEDIUM	python/paddle/optimizer/lr.py	257	# (Note): you can change it for your subclass.
MEDIUM	…inn/operator_fusion/pir_graph_analyzing/dim_relation.h	94	// Mainly for demonstration purposes, i.e. works but is overly simple
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

Synthetic Comment Markers1 hit · 8 pts

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

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet
LOW	test/legacy_test/test_restricted_unpickler.py	470	def helper():
LOW	test/legacy_test/test_matrix_rank_atol_rtol_op.py	83	def process_data(self):

Score History

Severity Breakdown

Pattern Findings