openvinotoolkit/openvino

Pattern Findings

The scanner identified 14521 distinct pattern matches across 24 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 Block6947 hits · 6912 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	141		COMMENT
LOW	tools/commit_slider/tests/test_data.py	521	# │ xxxxx	COMMENT
LOW	tools/commit_slider/tests/test_data.py	541	lambda td, rsc: [	COMMENT
LOW	tools/commit_slider/utils/cfg_manager.py	181	# ],	COMMENT
LOW	tools/commit_slider/utils/cfg_manager.py	201	# }	COMMENT
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	41	# ),	COMMENT
LOW	tools/ovc/openvino/tools/ovc/moc_frontend/__init__.py	1	# Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…ts/time_tests/src/timetests_helper/statistics_writer.h	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…sts/memleaks_tests/tests_pipelines/tests_pipelines.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…tests/memleaks_tests/tests_pipelines/tests_pipelines.h	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	tests/stress_tests/common/utils.h	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	tests/stress_tests/common/utils.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	tests/stress_tests/common/ie_pipelines/pipelines.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…ppverifier_tests/thread_local/include/thread_local.hpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…ts/appverifier_tests/thread_local/src/thread_local.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…ests/pytorch_tests/test_native_multi_head_attention.py	121	@pytest.mark.parametrize("average_attn_weights", [False, True])	COMMENT
LOW	…/layer_tests/py_frontend_tests/test_paddle_frontend.py	41		COMMENT
LOW	tests/fuzz/fuzz-testhelper/fuzz-utils.h	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	tests/memory_tests/src/gpu_memory_sampling.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	tests/memory_tests/src/memory_test.hpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	tests/e2e_tests/pytest.ini	1	[pytest]	COMMENT
LOW	tests/e2e_tests/base_test_rules.yml	1	# Test rules configuration file	COMMENT
LOW	tests/e2e_tests/common/__init__.py	1	# Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	tests/e2e_tests/common/plugins/common/conftest.py	541	"""	COMMENT
LOW	tests/e2e_tests/common/plugins/common/conftest.py	561	# if instance.ie_pipeline.get('load_pytorch_model') or instance.ie_pipeline.get('pytorch_to_onnx'):	COMMENT
LOW	tests/e2e_tests/common/plugins/common/conftest.py	581	# model_path = model.parent	COMMENT
LOW	tests/e2e_tests/common/plugins/common/conftest.py	601	# if instance.ie_pipeline.get('prepare_model'):	COMMENT
LOW	tests/model_hub_tests/gguf/test_gguf.py	1	# -- coding: utf-8 --	COMMENT
LOW	tests/model_hub_tests/gguf/test_gguf_mmproj.py	1	# -- coding: utf-8 --	COMMENT
LOW	tests/model_hub_tests/pytorch/test_llm.py	121	# gptqmodel's HFKernelLinear needs wf_unsqueeze_* buffers	COMMENT
LOW	tests/model_hub_tests/pytorch/envs/rope_gpu.txt	1	# GPU-only RoPE test dependencies — installed IN ADDITION to rope.txt by the	COMMENT
LOW	tests/model_hub_tests/pytorch/envs/llm_build_deps.txt	1	# Build dependencies for gptqmodel sdist.	COMMENT
LOW	tests/model_hub_tests/pytorch/envs/llm.txt	1	# Extra dependencies for test_llm.py (LLM quantized models)	COMMENT
LOW	docs/snippets/example_itask_executor.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	docs/snippets/src/main.py	1	# Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	docs/snippets/src/main.py	21	#! [part2_3]	COMMENT
LOW	…cs/optimization_guide/nncf/ptq/code/ptq_aa_openvino.py	61		COMMENT
LOW	docs/scripts/create_doc_mapping.py	41	# username = 'openvinotoolkit'	COMMENT
LOW	docs/scripts/tests/utils/__init__.py	1	# Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	docs/articles_en/assets/snippets/ov_layout.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	docs/articles_en/assets/snippets/ov_preprocessing.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…rticles_en/assets/snippets/ov_stateful_models_intro.py	161	# This example demonstrates how to work with OpenVINO State API.	COMMENT
LOW	docs/articles_en/assets/snippets/ov_patterns.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	docs/articles_en/assets/snippets/ov_patterns.cpp	221	// ! [ov:pattern_optional_root]	COMMENT
LOW	docs/articles_en/assets/snippets/ov_infer_request.py	81	#! [roi_tensor]	COMMENT
LOW	docs/articles_en/assets/snippets/ov_layout.py	1	# Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…s/articles_en/assets/snippets/lpt_intel_cpu_plugin.cpp	1	#include <low_precision/common/quantization_granularity_restriction.hpp>	COMMENT
LOW	docs/articles_en/assets/snippets/ov_dynamic_shapes.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	docs/articles_en/assets/snippets/ov_model_snippets.py	1	# Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…cs/articles_en/assets/snippets/ov_python_exclusives.py	61	#! [passing_numpy_array]	COMMENT
LOW	…cs/articles_en/assets/snippets/ov_python_exclusives.py	181	# Create thread with prepare_data function as target and start it	COMMENT
LOW	…ticles_en/assets/snippets/dldt_optimization_guide9.cpp	1	int main() {	COMMENT
LOW	docs/articles_en/assets/snippets/ov_extensions.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…en/assets/snippets/template_pattern_transformation.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	docs/articles_en/assets/snippets/ov_model_snippets.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…ticles_en/assets/snippets/ov_stateful_models_intro.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…les_en/assets/snippets/gpu/remote_objects_creation.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	…articles_en/assets/snippets/gpu/custom_kernels_api.cpp	1	#include "openvino/runtime/core.hpp"	COMMENT
LOW	samples/cpp/benchmark/throughput_benchmark/main.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
LOW	samples/cpp/benchmark/sync_benchmark/main.cpp	1	// Copyright (C) 2018-2026 Intel Corporation	COMMENT
6887 more matches not shown…

Decorative Section Separators748 hits · 2758 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/commit_slider/tests/test_data.py	532	# └──────────────────────────────	COMMENT
MEDIUM	tools/commit_slider/tests/test_data.py	560	# └────────────────────────────────────	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	312	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	314	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/layer_tests/pytorch_tests/test_grouped_mm.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/layer_tests/pytorch_tests/test_grouped_mm.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1803	# ── input_specs=None → always None ──────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1830	# ── All dims dynamic (-1) ───────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1875	# ── Mixed dynamic / static dims ─────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1901	# ── All static dims → None per input ────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1911	# ── Multiple inputs ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1940	# ── Dict inputs ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1968	# ── List inputs (auto-converted to tuple) ───────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1978	# ── Bare single tensor input ────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1988	# ── Scalar tensor → None ────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1997	# ── Spec with None shape ────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2008	# ── More specs than inputs (extra specs ignored) ────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2018	# ── Fewer specs than inputs (missing specs → None) ──────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2029	# ── High-dimensional tensors ────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2071	# ── Dimension constraints (min/max bounds) ──────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2427	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2429	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2682	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2684	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2762	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2764	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1857	# ── Only batch dynamic ──────────────────────────────────────────	COMMENT
MEDIUM	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2048	# ── Multiple inputs with different ranks ────────────────────────	COMMENT
MEDIUM	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2181	# ── Parametrized: many rank / dynamic-dim combos ────────────────	COMMENT
MEDIUM	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2208	# ── Nested tuple inputs (e.g. past_key_values) ─────────────────	COMMENT
MEDIUM	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2955	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	2957	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/sphinx_setup/conf.py	95	# ----------------------------------------------------	COMMENT
MEDIUM	samples/python/hello_reshape_ssd/hello_reshape_ssd.py	113	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	samples/python/hello_query_device/hello_query_device.py	39	# -----------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…sification_sample_async/classification_sample_async.py	125	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…es/python/hello_classification/hello_classification.py	107	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…/python/model_creation_sample/model_creation_sample.py	203	# ------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/submodule_update_with_gitee.sh	12	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/submodule_update_with_gitee.sh	41	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…/install_dependencies/install_openvino_dependencies.sh	8	#===================================================================================================	COMMENT
MEDIUM	…/install_dependencies/install_openvino_dependencies.sh	53	#===================================================================================================	COMMENT
MEDIUM	…/install_dependencies/install_openvino_dependencies.sh	88	#===================================================================================================	COMMENT
MEDIUM	…/install_dependencies/install_openvino_dependencies.sh	120	#===================================================================================================	COMMENT
MEDIUM	…/install_dependencies/install_openvino_dependencies.sh	246	#===================================================================================================	COMMENT
MEDIUM	…/install_dependencies/install_openvino_dependencies.sh	270	#===================================================================================================	COMMENT
MEDIUM⚡	…ub/agents-prototype/skills/add-cpu-op/step4-testing.md	164	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	…ub/agents-prototype/skills/add-cpu-op/step4-testing.md	166	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	…ub/agents-prototype/skills/add-cpu-op/step4-testing.md	170	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	…ub/agents-prototype/skills/add-cpu-op/step4-testing.md	172	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…ub/agents-prototype/skills/add-cpu-op/step4-testing.md	188	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…ub/agents-prototype/skills/add-cpu-op/step4-testing.md	190	// ═══════════════════════════════════════════════════════════════════	COMMENT
688 more matches not shown…

Unused Imports3374 hits · 2156 pts

Severity	File	Line	Context
LOW	tools/benchmark_tool/openvino/__init__.py	21	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	22	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	23	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	24	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	25	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	26	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	27	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	28	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	29	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	30	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	31	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	32	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	33	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	34	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	35	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	36	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	37	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	38	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	39	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	40	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	41	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	42	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	43	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	44	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	45	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	46	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	47	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	48	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	49	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	50	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	51	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	52	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	55	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	56	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	57	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	58	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	59	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	60	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	63	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	64	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	65	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	66	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	67	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	68	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	71	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	72	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	76	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	77	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	78	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	79	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	80	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	81	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	82	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	83	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	84	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	85	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	86	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	87	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	88	CODE
LOW	tools/benchmark_tool/openvino/__init__.py	89	CODE
3314 more matches not shown…

Hyper-Verbose Identifiers1719 hits · 1702 pts

Severity	File	Line	Snippet	Context
LOW	…s/benchmark_tool/openvino/tools/benchmark/benchmark.py	150	def async_inference_full_mode(self, infer_queue, data_queue, pcseq):	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	48	def parse_and_check_command_line():	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	107	def is_flag_set_in_command_line(flag):	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	182	def get_device_type_from_name(name) :	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	266	def update_device_config_for_virtual_device(value, config, key):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	47	def dump_performance_counters(self):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	51	def dump_performance_counters_sorted(self):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	84	def dump_performance_counters(self, prof_info_list):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	85	def dump_performance_counters_request(f, prof_info):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	116	def get_average_performance_counters(prof_info_list):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	138	def dump_performance_counters_sorted(self, prof_sorted_info):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	188	def dump_performance_counters(self, prof_info_list: list[list[Any]]): #ProfilingInfo	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	189	def profiling_info_to_dict_list(prof_info_list):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	216	def get_average_performance_counters(prof_info_list):	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	261	def dump_performance_counters_sorted(self, prof_sorted_info) -> None:	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	262	def profiling_info_to_dict_list(prof_info_matrix: np.ndarray) -> list[dict[str, str]]:	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	70	def get_batch_sizes_per_input_map(app_input_info: list[AppInputInfo]):	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	82	def verify_objects_to_be_used(objects_to_be_used_map: dict[str, list[str]], info: AppInputInfo, total_frames: int, input	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	152	def parse_input_output_precision(arg_map: str):	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	169	def print_inputs_and_outputs_info(model: Model):	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	249	def get_duration_in_milliseconds(duration):	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	326	def parse_value_for_virtual_device(device, values_string):	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	353	def process_help_inference_string(benchmark_app, device_number_streams):	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	465	def get_command_line_arguments(argv):	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	761	def device_properties_to_string(config):	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	780	def string_to_device_properties(device_properties_str):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	55	def test_get_shapes_complex_input(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	64	def test_get_shapes_and_freezing_with_scalar_and_without_shapes_in_input(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	74	def test_get_shapes_and_freezing_with_scalar(self):	CODE
LOW	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	126	def test_get_shapes_and_data_types_shape_only(self):	CODE
LOW	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	135	def test_get_shapes_and_data_types_shape_with_ports_only(self):	CODE
LOW	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	148	def test_shape_and_value_shape_mismatch(self):	CODE
LOW	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	153	def test_get_shapes_no_input_no_shape(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	168	def test_get_shapes_for_scalar_inputs(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	175	def test_get_shapes_two_input_shapes_with_scalar(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	183	def test_get_shapes_two_input_shapes(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	191	def test_get_shapes_one_input_no_shape(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	306	def test_trailing_comma_single_input(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	313	def test_trailing_comma_several_inputs(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	320	def test_trailing_comma_no_shapes(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	326	def test_invalid_character_in_shape_not_last_input(self):	CODE
LOW⚡	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	332	def test_invalid_character_in_shape_last_input(self):	CODE
LOW	tools/ovc/unit_tests/ovc/utils/cli_parser_test.py	521	def test_mo_convert_params_parsing(self):	CODE
LOW	tools/ovc/unit_tests/ovc/utils/error_test.py	22	def test_cannot_import_name_neg(self):	CODE
LOW	…it_tests/moc_tf_fe/conversion_incorrect_models_test.py	12	def test_conversion_fake_pb_model(self):	CODE
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	78	def test_placeholder_with_default(self, inputs, inputs_data, expected, dtype, only_conversion):	CODE
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	82	def test_conversion_model_oneshot_iterator_default(self):	CODE
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	100	def test_conversion_model_with_non_standard_extension(self, input_freezing_value, inputs, expected, dtype):	CODE
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	104	def test_conversion_dir_model(self):	CODE
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	123	def test_conversion_pbtxt_model_with_inference(self, inputs, expected, dtype):	CODE
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	143	def test_conversion_model_with_undefined_constant(self, model_name, argv_input, inputs, expected, dtype):	CODE
LOW	tools/ovc/openvino/tools/ovc/version.py	31	def get_simplified_ie_version(version=None):	CODE
LOW	tools/ovc/openvino/tools/ovc/version.py	43	def extract_hash_from_version(full_version: str):	CODE
LOW	tools/ovc/openvino/tools/ovc/version.py	76	def get_ie_simplified_version(self):	CODE
LOW	tools/ovc/openvino/tools/ovc/environment_setup_utils.py	11	def get_imported_module_version(imported_module):	CODE
LOW	tools/ovc/openvino/tools/ovc/convert_impl.py	402	def pack_params_to_args_namespace(args: dict, cli_parser: argparse.ArgumentParser, python_api_used):	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	24	def single_input_to_input_cut_info(input: [str, tuple, list, PartialShape, Type, type]):	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	205	def canonicalize_and_check_paths(values: Union[str, list[str], None], param_name,	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	254	def readable_file_or_dir_or_object(path: str):	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	270	def readable_dirs_or_files_or_empty(paths: [str, list, tuple]):	CODE
1659 more matches not shown…

Self-Referential Comments480 hits · 1480 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/ovc/unit_tests/ovc/convert/import_from_mo_test.py	41	# Create the graph (GraphProto)	COMMENT
MEDIUM	tools/ovc/unit_tests/ovc/convert/import_from_mo_test.py	49	# Create the model (ModelProto)	COMMENT
MEDIUM	tools/ovc/unit_tests/ovc/convert/meta_data_test.py	44	# Create the graph (GraphProto)	COMMENT
MEDIUM	tools/ovc/unit_tests/ovc/convert/meta_data_test.py	52	# Create the model (ModelProto)	COMMENT
MEDIUM	tools/ovc/unit_tests/ovc/convert/utils.py	34	# Create the graph (GraphProto)	COMMENT
MEDIUM	tools/ovc/unit_tests/ovc/convert/utils.py	42	# Create the model (ModelProto)	COMMENT
MEDIUM	…tf_fe/test_models/model_add_with_undefined_constant.py	7	# Create the graph and model	COMMENT
MEDIUM	…tf_fe/test_models/model_mul_with_undefined_constant.py	7	# Create the graph and model	COMMENT
MEDIUM	tools/ovc/openvino/tools/ovc/utils.py	49	# This method is needed to check equality of values where some values can be None	COMMENT
MEDIUM	tests/time_tests/test_runner/utils.py	8	# Define a range to cut outliers which are < Q1 − IQR_CUTOFF * IQR, and > Q3 + IQR_CUTOFF * IQR	COMMENT
MEDIUM	tests/conditional_compilation/test_cc.py	39	# Create a directory for infer results, if it haven't done before	COMMENT
MEDIUM	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	352	# Create a list of stacked tensors	COMMENT
MEDIUM	…_tests/ovc_python_api_tests/test_tf_unsupported_ops.py	33	# Create the graph and model	COMMENT
MEDIUM	…_tests/ovc_python_api_tests/test_tf_unsupported_ops.py	60	# Create the graph and model	COMMENT
MEDIUM⚡	…ts/layer_tests/ovc_python_api_tests/test_extensions.py	42	# Create the graph (GraphProto)	COMMENT
MEDIUM⚡	…ts/layer_tests/ovc_python_api_tests/test_extensions.py	50	# Create the model (ModelProto)	COMMENT
MEDIUM	tests/layer_tests/ovc_python_api_tests/test_onnx.py	40	# Create the graph (GraphProto)	COMMENT
MEDIUM	tests/layer_tests/ovc_python_api_tests/test_onnx.py	48	# Create the model (ModelProto)	COMMENT
MEDIUM	…s/layer_tests/py_frontend_tests/test_torch_frontend.py	1217	# Define a simple PyTorch model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_ListDiff.py	23	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Rsqrt.py	23	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Rsqrt.py	77	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Erfc.py	23	# Create the graph and model	COMMENT
MEDIUM	…yer_tests/tensorflow_tests/test_tf_ApproximateEqual.py	22	# Create the graph and model	COMMENT
MEDIUM	…ests/tensorflow_tests/test_tf_ParallelDynamicStitch.py	45	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Sub.py	16	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_LinSpace.py	26	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Cast.py	42	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_IsNan.py	24	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_RGBToHSV.py	35	# Create the graph and model	COMMENT
MEDIUM	…/layer_tests/tensorflow_tests/test_tf_RandomUniform.py	24	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Equal.py	55	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Equal.py	281	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Softmax.py	23	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_IsInf.py	22	# Create the graph and model	COMMENT
MEDIUM	…ts/layer_tests/tensorflow_tests/test_tf_TruncateDiv.py	27	# Create the graph and model	COMMENT
MEDIUM	…yer_tests/tensorflow_tests/test_tf_UniqueWithCounts.py	20	# Create the graph and model	COMMENT
MEDIUM	…s/layer_tests/tensorflow_tests/test_tf_UnravelIndex.py	22	# Create the graph and model	COMMENT
MEDIUM	…ts/layer_tests/tensorflow_tests/test_tf_SwitchMerge.py	22	# Create the graph and model	COMMENT
MEDIUM	…ts/layer_tests/tensorflow_tests/test_tf_SwitchMerge.py	79	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Tile.py	24	# Create the graph and model	COMMENT
MEDIUM	…er_tests/tensorflow_tests/test_tf_MaxPoolWithArgmax.py	24	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Xlog1py.py	32	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Pack.py	20	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_OneHot.py	13	# Create the graph and model	COMMENT
MEDIUM	…s/layer_tests/tensorflow_tests/test_tf_BatchToSpace.py	14	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Squeeze.py	121	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_ToBool.py	28	# Create the graph and model	COMMENT
MEDIUM	…layer_tests/tensorflow_tests/test_tf_FusedBatchNorm.py	37	# Create the graph and model	COMMENT
MEDIUM	…layer_tests/tensorflow_tests/test_tf_Conv3DBackprop.py	38	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Unique.py	20	# Create the graph and model	COMMENT
MEDIUM	…layer_tests/tensorflow_tests/test_tf_SpaceToBatchND.py	12	# Create the graph and model	COMMENT
MEDIUM	…s/layer_tests/tensorflow_tests/test_tf_GRUBlockCell.py	23	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Pad.py	61	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Pad.py	104	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Fill.py	32	# Create the graph and model	COMMENT
MEDIUM	…layer_tests/tensorflow_tests/test_tf_BatchToSpaceND.py	12	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Mul.py	16	# Create the graph and model	COMMENT
MEDIUM	tests/layer_tests/tensorflow_tests/test_tf_Mul.py	224	# Create the graph and model	COMMENT
MEDIUM	…sts/layer_tests/tensorflow_tests/test_tf_ComplexAbs.py	25	# Create the graph and model	COMMENT
420 more matches not shown…

Empty Error Handlers94 hits · 470 pts

Severity	File	Line	Snippet	Context
HIGH	tools/benchmark_tool/openvino/__init__.py	12	except ImportError:	CODE
HIGH	tools/benchmark_tool/openvino/__init__.py	107	except ImportError:	CODE
HIGH	tools/benchmark_tool/openvino/tools/benchmark/main.py	737	except:	CODE
HIGH	tools/commit_slider/commit_slider.py	107	except Exception:	CODE
HIGH	tools/commit_slider/commit_slider.py	117	except shutil.SameFileError:	CODE
HIGH	tools/commit_slider/utils/common_mode.py	75	except FileNotFoundError:	CODE
HIGH	tools/commit_slider/utils/helpers.py	965	except ValueError:	CODE
HIGH	tools/ovc/openvino/__init__.py	12	except ImportError:	CODE
HIGH	tools/ovc/openvino/__init__.py	107	except ImportError:	CODE
HIGH	tools/ovc/openvino/tools/ovc/environment_setup_utils.py	47	except (AttributeError, ImportError):	CODE
HIGH	tools/ovc/openvino/tools/ovc/convert_impl.py	220	except Exception as e:	CODE
HIGH	tools/ovc/openvino/tools/ovc/convert_impl.py	501	except:	CODE
HIGH	tools/ovc/openvino/tools/ovc/utils.py	31	except Exception:	CODE
HIGH	tools/ovc/openvino/tools/ovc/utils.py	156	except importlib_metadata.PackageNotFoundError:	CODE
HIGH	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	269	except Exception:	CODE
HIGH	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	279	except Exception:	CODE
HIGH	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	136	except:	CODE
HIGH	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	218	except Exception:	CODE
HIGH	tests/stress_tests/scripts/memcheck_upload.py	276	except KeyError:	CODE
HIGH	tests/layer_tests/ovc_python_api_tests/test_paddle.py	115	except ImportError:	CODE
HIGH	…c_python_api_tests/telemetry/test_pytorch_telemetry.py	43	except:	CODE
HIGH	tests/layer_tests/common/layer_utils.py	14	except:	CODE
HIGH	tests/layer_tests/common/utils/common_utils.py	110	except:	CODE
HIGH	tests/memory_tests/tools/run_tests.py	380	except OSError:	CODE
HIGH	tests/e2e_tests/conftest.py	18	except ImportError:	CODE
HIGH	tests/e2e_tests/test_utils/test_utils.py	324	except shutil.SameFileError:	CODE
HIGH	tests/e2e_tests/test_utils/test_utils.py	111	except:	CODE
HIGH	tests/e2e_tests/test_utils/tf_hub_utils.py	65	except ValueError:	CODE
HIGH	tests/e2e_tests/common/sys_info_utils.py	245	except Exception: # pylint: disable=broad-except	CODE
HIGH	…sts/performance_tests/test_tf_hub_performance_model.py	46	except Exception:	CODE
HIGH	tests/model_hub_tests/models_hub_common/utils.py	126	except Exception as e:	CODE
HIGH	…odel_hub_tests/models_hub_common/test_convert_model.py	10	except:	CODE
HIGH	tests/model_hub_tests/tensorflow/test_tf_read_model.py	47	except:	CODE
HIGH	tests/model_hub_tests/tensorflow/test_tf_read_model.py	52	except:	CODE
HIGH	tests/model_hub_tests/tensorflow/test_tf_read_model.py	130	except Exception as e:	CODE
HIGH	tests/model_hub_tests/tensorflow/utils.py	95	except ValueError:	CODE
HIGH	…ts/model_hub_tests/tensorflow/test_tf_convert_model.py	161	except Exception as e:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	52	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	107	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	152	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	163	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	187	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	232	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	310	except (ImportError, AttributeError):	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	325	except (ImportError, AttributeError):	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	65	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	72	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	213	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	238	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	141	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	248	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_llm.py	147	except ImportError:	CODE
HIGH	tests/model_hub_tests/pytorch/test_hf_transformers.py	454	except:	CODE
HIGH	docs/scripts/apidoc.py	92	except FileNotFoundError:	CODE
HIGH	docs/scripts/tests/conftest.py	67	except OSError:	CODE
HIGH	docs/articles_en/assets/snippets/main.py	27	except AttributeError as e:	CODE
HIGH	…benchmark/throughput_benchmark/throughput_benchmark.py	32	except (ValueError, OSError, RuntimeError):	CODE
HIGH	.github/scripts/check_copyright.py	58	except Exception:	CODE
HIGH	.github/scripts/meat/probe_model.py	141	except Exception: # noqa: BLE001	CODE
HIGH	.github/actions/coverage_toolkit/run_tests.py	360	except OSError:	CODE
34 more matches not shown…

Structural Annotation Overuse253 hits · 430 pts

Severity	File	Line	Snippet	Context
LOW	tests/conditional_compilation/conftest.py	250	# Step 1: downloader	COMMENT
LOW	tests/conditional_compilation/conftest.py	264	# Step 2: converter	COMMENT
LOW⚡	tests/conditional_compilation/conftest.py	277	# Step 3: info_dumper	COMMENT
LOW⚡	tests/conditional_compilation/conftest.py	286	# Step 4: form model_path	COMMENT
LOW	.claude/skills/ov-update-pytorch-version/SKILL.md	17	## Step 0: Confirm Scope	COMMENT
LOW	.claude/skills/ov-update-pytorch-version/SKILL.md	27	## Step 1: Update Version Pins	COMMENT
LOW	.claude/skills/ov-update-pytorch-version/SKILL.md	42	## Step 2: Run the Layer Tests in Parallel	COMMENT
LOW	.claude/skills/ov-update-pytorch-version/SKILL.md	83	## Step 3: Triage Failures	COMMENT
LOW	.claude/skills/ov-update-pytorch-version/SKILL.md	151	## Step 4: Re-validate	COMMENT
LOW	.claude/skills/ov-update-pytorch-version/SKILL.md	163	## Step 5: Check Model Hub Tests	COMMENT
LOW	.claude/skills/ov-update-pytorch-version/SKILL.md	216	## Step 6: Commit	COMMENT
LOW	.claude/skills/ov-debug-matcher-pass/SKILL.md	23	## Step 0: Gather Prerequisites	COMMENT
LOW	.claude/skills/ov-debug-matcher-pass/SKILL.md	40	## Step 1: Verify Debug Build	COMMENT
LOW	.claude/skills/ov-debug-matcher-pass/SKILL.md	59	## Step 2: Collect Matcher Logs	COMMENT
LOW	.claude/skills/ov-debug-matcher-pass/SKILL.md	112	## Step 3: Analyze the Log — Identify Root Cause	COMMENT
LOW	.claude/skills/ov-debug-matcher-pass/SKILL.md	183	## Step 4: Locate Unit Tests for the Transformation	COMMENT
LOW	.claude/skills/ov-debug-matcher-pass/SKILL.md	205	## Step 5: Add a Reproducer Test Case	COMMENT
LOW	.claude/skills/ov-debug-matcher-pass/SKILL.md	285	## Step 6: Propose Resolution Strategies	COMMENT
LOW	.claude/skills/ov-ensure-coding-style/SKILL.md	10	## Step 1: Identify Affected Files and Build Targets	COMMENT
LOW	.claude/skills/ov-ensure-coding-style/SKILL.md	26	## Step 2: Check, Fix, Repeat	COMMENT
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	13	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	15	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	16	//... // Step 3: Prepare inputs/outputs	COMMENT
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	17	//... // Step 4: Set device configuration	COMMENT
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	18	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	11	//... // Step 3: Prepare inputs/outputs	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	12	//... // Step 4: Set device configuration	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	8	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	10	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	13	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	25	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	26	auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file path	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	38	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	40	auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file path	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	90	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	92	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	109	config.insert(ov::cache_encryption_callbacks(encryption_callbacks)); // Step 4: Set device configuration	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	110	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	120	ov::Core core; // Step 1: create ov::Core object	CODE
LOW	docs/articles_en/assets/snippets/ov_caching.cpp	66	ov::Core core; // Step 1: create ov::Core object	CODE
LOW	docs/articles_en/assets/snippets/ov_caching.cpp	145	ov::cache_mode(ov::CacheMode::OPTIMIZE_SIZE)); // Step 5: Compile model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	13	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	15	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	16	//... // Step 3: Prepare inputs/outputs	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	17	//... // Step 4: Set device configuration	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	18	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	scripts/submodule_update_with_gitee.sh	56	# Step 0: Check if .gitmodules file exsit, otherwise no submodule update for this repo	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	59	# Step 1: Init git submodule	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	62	# Step 2: Replacing each submodule URL of the current repository to the mirror repos in gitee	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	74	# Step 3: Getting submodules of the current repository from gitee mirrors	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	81	# Step 4: Replacing URLs for each sub-submodule. The script runs recursively	COMMENT
LOW	.github/agents-prototype/transformation.agent.md	66	### Step 0: Bootstrap Manifest	COMMENT
LOW	.github/agents-prototype/transformation.agent.md	98	### Step 2: Implement the Transformation	COMMENT
LOW	.github/agents-prototype/transformation.agent.md	118	### Step 3: Register in Pass Pipeline	COMMENT
LOW	.github/agents-prototype/transformation.agent.md	131	### Step 4: Write Tests	COMMENT
LOW	.github/agents-prototype/transformation.agent.md	143	### Step 5: Record Patch	COMMENT
LOW	.github/agents-prototype/verify-implementation.agent.md	38	### Step 1: Identify Changed Components	COMMENT
LOW	.github/agents-prototype/verify-implementation.agent.md	96	### Step 2: Build Changed Targets	COMMENT
LOW	.github/agents-prototype/verify-implementation.agent.md	134	### Step 3: Run Unit Tests	COMMENT
LOW	.github/agents-prototype/verify-implementation.agent.md	179	### Step 4: Inference Sanity Check	COMMENT
193 more matches not shown…

Deep Nesting312 hits · 306 pts

Severity	File	Line	Context
LOW	setup.py	408	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	26	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	93	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	154	CODE
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	293	CODE
LOW	…ol/openvino/tools/benchmark/utils/statistics_report.py	84	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	51	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	91	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	146	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	217	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	285	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	323	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	372	CODE
LOW	…_tool/openvino/tools/benchmark/utils/inputs_filling.py	426	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	97	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	298	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	381	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	465	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	496	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	523	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	541	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	635	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	742	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	761	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	802	CODE
LOW	…benchmark_tool/openvino/tools/benchmark/utils/utils.py	823	CODE
LOW	tools/commit_slider/utils/subscription.py	12	CODE
LOW	tools/commit_slider/utils/modes.py	303	CODE
LOW	tools/commit_slider/utils/modes.py	762	CODE
LOW	tools/commit_slider/utils/common_mode.py	46	CODE
LOW	tools/commit_slider/utils/common_mode.py	242	CODE
LOW	tools/commit_slider/utils/helpers.py	191	CODE
LOW	tools/commit_slider/utils/helpers.py	309	CODE
LOW	tools/commit_slider/utils/helpers.py	597	CODE
LOW	tools/commit_slider/utils/helpers.py	670	CODE
LOW	tools/commit_slider/utils/helpers.py	888	CODE
LOW	tools/commit_slider/utils/helpers.py	910	CODE
LOW	tools/commit_slider/utils/helpers.py	203	CODE
LOW	tools/commit_slider/utils/cfg_manager.py	25	CODE
LOW	tools/commit_slider/utils/templates/common.py	32	CODE
LOW	…ls/commit_slider/utils/templates/broken_compilation.py	10	CODE
LOW	tools/ovc/unit_tests/ovc/convert/meta_data_test.py	18	CODE
LOW	tools/ovc/unit_tests/ovc/convert/meta_data_test.py	65	CODE
LOW	…ls/ovc/unit_tests/ovc/convert/meta_data_test_actual.py	18	CODE
LOW	tools/ovc/openvino/tools/ovc/convert_impl.py	430	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	24	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	76	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	205	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	285	CODE
LOW	tools/ovc/openvino/tools/ovc/cli_parser.py	488	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	24	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	117	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	179	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	312	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	337	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	419	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	80	CODE
LOW	…ols/ovc/openvino/tools/ovc/moc_frontend/shape_utils.py	11	CODE
LOW	…ols/ovc/openvino/tools/ovc/moc_frontend/shape_utils.py	51	CODE
LOW	tools/ovc/openvino/tools/ovc/moc_frontend/extractor.py	153	CODE
252 more matches not shown…

Verbosity Indicators148 hits · 265 pts

Severity	File	Line	Snippet	Context
LOW	tests/conditional_compilation/conftest.py	250	# Step 1: downloader	COMMENT
LOW	tests/conditional_compilation/conftest.py	264	# Step 2: converter	COMMENT
LOW⚡	tests/conditional_compilation/conftest.py	277	# Step 3: info_dumper	COMMENT
LOW⚡	tests/conditional_compilation/conftest.py	286	# Step 4: form model_path	COMMENT
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	13	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	15	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	16	//... // Step 3: Prepare inputs/outputs	COMMENT
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	17	//... // Step 4: Set device configuration	COMMENT
LOW⚡	…en/assets/snippets/ov_sparse_weights_decompression.cpp	18	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	11	//... // Step 3: Prepare inputs/outputs	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	12	//... // Step 4: Set device configuration	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	8	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	10	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	13	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	25	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	26	auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file path	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	38	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	40	auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file path	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	90	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	92	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	109	config.insert(ov::cache_encryption_callbacks(encryption_callbacks)); // Step 4: Set device configuration	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	110	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_caching.cpp	120	ov::Core core; // Step 1: create ov::Core object	CODE
LOW	docs/articles_en/assets/snippets/ov_caching.cpp	66	ov::Core core; // Step 1: create ov::Core object	CODE
LOW	docs/articles_en/assets/snippets/ov_caching.cpp	145	ov::cache_mode(ov::CacheMode::OPTIMIZE_SIZE)); // Step 5: Compile model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	13	ov::Core core; // Step 1: create ov::Core object	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	15	auto model = core.read_model(modelPath); // Step 2: Read Model	CODE
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	16	//... // Step 3: Prepare inputs/outputs	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	17	//... // Step 4: Set device configuration	COMMENT
LOW⚡	docs/articles_en/assets/snippets/ov_denormals.cpp	18	auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetwork	CODE
LOW⚡	scripts/submodule_update_with_gitee.sh	56	# Step 0: Check if .gitmodules file exsit, otherwise no submodule update for this repo	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	59	# Step 1: Init git submodule	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	62	# Step 2: Replacing each submodule URL of the current repository to the mirror repos in gitee	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	74	# Step 3: Getting submodules of the current repository from gitee mirrors	COMMENT
LOW⚡	scripts/submodule_update_with_gitee.sh	81	# Step 4: Replacing URLs for each sub-submodule. The script runs recursively	COMMENT
LOW	src/core/tests/reference/paged_cache_manager.cpp	1466	// Step 1: prompt with 4 tokens per sequence (12 total), fills all 6 blocks	COMMENT
LOW	src/core/tests/reference/paged_cache_manager.cpp	1574	// Step 2: seq 0 adds 1 token, forcing eviction (all 6 blocks used)	COMMENT
LOW	…erence/include/openvino/reference/nms_rotated_util.hpp	155	// Step 1:	COMMENT
LOW	…erence/include/openvino/reference/nms_rotated_util.hpp	167	// Step 2:	COMMENT
LOW	…erence/include/openvino/reference/nms_rotated_util.hpp	176	// Step 3:	COMMENT
LOW	…erence/include/openvino/reference/nms_rotated_util.hpp	198	// Step 4:	COMMENT
LOW	…erence/include/openvino/reference/nms_rotated_util.hpp	214	// Step 5:	COMMENT
LOW⚡	…/core/reference/include/openvino/reference/one_hot.hpp	24	// Step 1: Set off_value to the output.	COMMENT
LOW⚡	…/core/reference/include/openvino/reference/one_hot.hpp	34	// Step 2: Write on_value at needed positions	COMMENT
LOW⚡	…subgraph_tests/src/x64/powerstatic_bf16_saturation.cpp	143	// Step 1: concat_result * 1.0 = concat_result (bf16 after precision conversion)	COMMENT
LOW⚡	…subgraph_tests/src/x64/powerstatic_bf16_saturation.cpp	144	// Step 2: 1.0 - multiply_result	COMMENT
LOW⚡	…subgraph_tests/src/x64/powerstatic_bf16_saturation.cpp	145	// Step 3: (1.0 - multiply_result) * (-3.40282e+38)	COMMENT
LOW	src/plugins/intel_cpu/src/nodes/non_max_suppression.cpp	675	// Step 1:	COMMENT
LOW	src/plugins/intel_cpu/src/nodes/non_max_suppression.cpp	687	// Step 2:	COMMENT
LOW	src/plugins/intel_cpu/src/nodes/non_max_suppression.cpp	696	// Step 3:	COMMENT
LOW	src/plugins/intel_cpu/src/nodes/non_max_suppression.cpp	717	// Step 4:	COMMENT
LOW	src/plugins/intel_cpu/src/nodes/non_max_suppression.cpp	733	// Step 5:	COMMENT
LOW⚡	…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp	83	// Step 1: norm + sign-flip + normalize into ws.	COMMENT
LOW⚡	…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp	87	// Step 2: WHT in-place. Unscaled butterfly; \|buf\|² = dim after.	COMMENT
LOW⚡	…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp	90	// Step 3: quantize + pack directly to output.	COMMENT
LOW	…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp	125	// Step 4: store norm (optionally corrected so \|\|dequant\|\| == \|\|src\|\|).	COMMENT
LOW⚡	…c/nodes/kernels/scaled_attn/codecs/turboq_rotation.hpp	55	// Step 1: element-wise multiply by signs	COMMENT
LOW⚡	…c/nodes/kernels/scaled_attn/codecs/turboq_rotation.hpp	59	// Step 2: in-place WHT	COMMENT
LOW⚡	…c/nodes/kernels/scaled_attn/codecs/turboq_rotation.hpp	61	// Step 3: normalize by 1/sqrt(dim)	COMMENT
LOW⚡	…ns/intel_cpu/src/nodes/common/tile_broadcast_utils.cpp	258	// Step 1: Get the binary format of the number N	COMMENT
88 more matches not shown…

Hallucination Indicators25 hits · 255 pts

Severity	File	Line	Snippet	Context
CRITICAL	…tensorflow_lite_tests/test_tfl_QuantizeMultiOutputs.py	48	converter = tf.compat.v1.lite.TFLiteConverter.from_session(sess, input_tensors, output_tensors)	CODE
CRITICAL	tests/layer_tests/common/utils/tflite_utils.py	76	converter = tf.compat.v1.lite.TFLiteConverter.from_frozen_graph(pb_model, inputs, outputs)	CODE
CRITICAL	tests/layer_tests/common/utils/tflite_utils.py	122	converter = tf.compat.v1.lite.TFLiteConverter.from_saved_model(savedmodel)	CODE
CRITICAL	tests/e2e_tests/common/ref_collector/score_tf.py	252	meta_graph_def = tf.compat.v1.saved_model.loader.load(sess, tags, self.model)	CODE
CRITICAL	docs/sphinx_setup/_static/js/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	docs/sphinx_setup/_static/js/graphs.js	532	const items = chart.options.plugins.legend.labels.generateLabels(chart);	CODE
CRITICAL	…ite/tests/test_models/gen_scripts/generate_2in_2out.py	46	converter = tf.compat.v1.lite.TFLiteConverter.from_frozen_graph(os.path.join(path_to_model_dir, tf_file_name), inputs, o	CODE
CRITICAL	src/bindings/python/tests/test_utils/test_utils.py	11	from tests.utils.helpers import compare_models, get_relu_model, create_filenames_for_ir	CODE
CRITICAL	…bindings/python/tests/test_utils/test_data_dispatch.py	10	from tests.utils.helpers import generate_add_compiled_model, generate_relu_compiled_model	CODE
CRITICAL	src/bindings/python/tests/test_runtime/test_tensor.py	18	from tests.utils.helpers import generate_image, generate_relu_compiled_model	CODE
CRITICAL	…gs/python/tests/test_runtime/test_output_const_node.py	21	from tests.utils.helpers import get_relu_model	CODE
CRITICAL	…/bindings/python/tests/test_runtime/test_input_node.py	12	from tests.utils.helpers import get_relu_model	CODE
CRITICAL	…/bindings/python/tests/test_runtime/test_remote_api.py	12	from tests.utils.helpers import get_relu_model	CODE
CRITICAL	src/bindings/python/tests/test_runtime/test_stateful.py	17	from tests.utils.helpers import generate_model_with_memory	CODE
CRITICAL	…indings/python/tests/test_runtime/test_memory_modes.py	11	from tests.utils.helpers import generate_image	CODE
CRITICAL⚡	…/bindings/python/tests/test_runtime/test_properties.py	726	from tests.utils.helpers import generate_add_model	CODE
CRITICAL	src/bindings/python/tests/test_graph/test_basic.py	30	from tests.utils.helpers import generate_model_with_memory	CODE
CRITICAL	src/bindings/python/tests/test_graph/test_custom_op.py	16	from tests.utils.helpers import create_filenames_for_ir, compare_models	CODE
CRITICAL	…ndings/python/tests/test_graph/test_tensor_iterator.py	16	from tests.utils.helpers import compare_models	CODE
CRITICAL	src/bindings/python/tests/test_graph/test_loop.py	17	from tests.utils.helpers import compare_models	CODE
CRITICAL	src/bindings/python/tests/test_graph/test_manager.py	15	from tests.utils.helpers import create_filenames_for_ir, compare_models	CODE
CRITICAL	src/bindings/python/tests/test_graph/test_if.py	12	from tests.utils.helpers import compare_models	CODE
CRITICAL	…/python/tests/test_transformations/test_compression.py	10	from tests.utils.helpers import create_filenames_for_ir	CODE
CRITICAL	…ts/test_transformations/test_public_transformations.py	20	from tests.utils.helpers import create_filenames_for_ir, compare_models	CODE
CRITICAL	…/python/tests/test_transformations/test_offline_api.py	21	from tests.utils.helpers import create_filenames_for_ir, compare_models, _compare_models	CODE

Cross-File Repetition41 hits · 205 pts

Severity	File	Snippet	Context
HIGH	tests/time_tests/test_runner/conftest.py	pytest hook for test generation. generate parameterized tests from discovered modules and test config parameters.	STRING
HIGH	…sts/e2e_tests/common/plugins/reshape_tests/conftest.py	pytest hook for test generation. generate parameterized tests from discovered modules and test config parameters.	STRING
HIGH	tests/e2e_tests/common/plugins/e2e_test/conftest.py	pytest hook for test generation. generate parameterized tests from discovered modules and test config parameters.	STRING
HIGH	…/layer_tests/pytorch_tests/pytorch_layer_test_class.py	:param enabled_transforms/disabled_transforms: string with idxs of transforms that should be enabled/disabled. example:	STRING
HIGH	tests/layer_tests/common/layer_test_class.py	:param enabled_transforms/disabled_transforms: string with idxs of transforms that should be enabled/disabled. example:	STRING
HIGH	tests/layer_tests/jax_tests/jax_layer_test_class.py	:param enabled_transforms/disabled_transforms: string with idxs of transforms that should be enabled/disabled. example:	STRING
HIGH	…/layer_tests/pytorch_tests/pytorch_layer_test_class.py	:param ie_device: list of devices :param precision: list of precisions	STRING
HIGH	tests/layer_tests/common/layer_test_class.py	:param ie_device: list of devices :param precision: list of precisions	STRING
HIGH	tests/layer_tests/jax_tests/jax_layer_test_class.py	:param ie_device: list of devices :param precision: list of precisions	STRING
HIGH	tests/layer_tests/common/utils/multiprocessing_utils.py	wraps callable object with exception handling. current wrapper is a target for `multiprocessing_run` function :param fun	STRING
HIGH	tests/e2e_tests/common/multiprocessing_utils.py	wraps callable object with exception handling. current wrapper is a target for `multiprocessing_run` function :param fun	STRING
HIGH	…l_hub_tests/models_hub_common/multiprocessing_utils.py	wraps callable object with exception handling. current wrapper is a target for `multiprocessing_run` function :param fun	STRING
HIGH	tests/layer_tests/common/utils/multiprocessing_utils.py	wraps callable object to a separate process using multiprocessing module :param func: callable object :param func_args:	STRING
HIGH	tests/e2e_tests/common/multiprocessing_utils.py	wraps callable object to a separate process using multiprocessing module :param func: callable object :param func_args:	STRING
HIGH	…l_hub_tests/models_hub_common/multiprocessing_utils.py	wraps callable object to a separate process using multiprocessing module :param func: callable object :param func_args:	STRING
HIGH	tests/layer_tests/common/utils/multiprocessing_utils.py	map multiprocessing exitcode to signals from "signal" module :param exitcode: multiprocessing exitcode :return: signal f	STRING
HIGH	tests/e2e_tests/common/multiprocessing_utils.py	map multiprocessing exitcode to signals from "signal" module :param exitcode: multiprocessing exitcode :return: signal f	STRING
HIGH	…l_hub_tests/models_hub_common/multiprocessing_utils.py	map multiprocessing exitcode to signals from "signal" module :param exitcode: multiprocessing exitcode :return: signal f	STRING
HIGH	tests/e2e_tests/test_utils/coverage_runner.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…ts/smoke_tests/test_hello_nv12_input_classification.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…samples_tests/smoke_tests/test_hello_classification.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…ts/samples_tests/smoke_tests/test_hello_reshape_ssd.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…s/samples_tests/smoke_tests/test_hello_query_device.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…_tests/smoke_tests/test_classification_sample_async.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	tests/samples_tests/smoke_tests/test_benchmark_app.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…s_tests/smoke_tests/common/specific_samples_parsers.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	tests/samples_tests/smoke_tests/common/common_utils.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…_tests/smoke_tests/common/samples_common_test_class.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…amples_tests/smoke_tests/test_model_creation_sample.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	tests/samples_tests/smoke_tests/test_sync_benchmark.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	…samples_tests/smoke_tests/test_throughput_benchmark.py	copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not us	STRING
HIGH	src/bindings/python/src/openvino/opset1/ops.py	return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with bo	STRING
HIGH	src/bindings/python/src/openvino/opset9/ops.py	return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with bo	STRING
HIGH	src/bindings/python/src/openvino/opset5/ops.py	return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with bo	STRING
HIGH	src/bindings/python/src/openvino/opset4/ops.py	return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with bo	STRING
HIGH	src/bindings/python/src/openvino/opset3/ops.py	return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with bo	STRING
HIGH	src/bindings/python/src/openvino/frontend/__init__.py	package: openvino low level wrappers for the frontend c++ api.	STRING
HIGH	…bindings/python/src/openvino/frontend/onnx/__init__.py	package: openvino low level wrappers for the frontend c++ api.	STRING
HIGH	…ndings/python/src/openvino/frontend/paddle/__init__.py	package: openvino low level wrappers for the frontend c++ api.	STRING
HIGH	…gs/python/src/openvino/frontend/tensorflow/__init__.py	package: openvino low level wrappers for the frontend c++ api.	STRING
HIGH	…/bindings/python/src/openvino/frontend/jax/__init__.py	package: openvino low level wrappers for the frontend c++ api.	STRING

Excessive Try-Catch Wrapping160 hits · 196 pts

Severity	File	Line	Snippet	Context
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	768	except Exception as e:	CODE
LOW	tools/commit_slider/commit_slider.py	107	except Exception:	CODE
LOW	…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py	18	except Exception as ex:	CODE
LOW	tools/ovc/openvino/tools/ovc/convert_impl.py	220	except Exception as e:	CODE
LOW	tools/ovc/openvino/tools/ovc/convert_impl.py	561	except Exception as e:	CODE
MEDIUM	tools/ovc/openvino/tools/ovc/convert_impl.py	162	def filtered_extensions(extensions):	CODE
LOW	tools/ovc/openvino/tools/ovc/utils.py	31	except Exception:	CODE
MEDIUM	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	117	def get_pytorch_decoder(model, example_inputs, args):	CODE
MEDIUM	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	337	def extract_input_info_from_example(args, inputs):	CODE
LOW⚡	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	218	except Exception:	CODE
LOW⚡	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	221	except Exception:	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	123	except Exception as e:	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	249	except Exception:	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	269	except Exception:	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	279	except Exception:	CODE
LOW	…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py	340	except Exception as e:	CODE
LOW⚡	…vino/tools/ovc/moc_frontend/offline_transformations.py	75	except Exception as e:	CODE
MEDIUM	…vino/tools/ovc/moc_frontend/offline_transformations.py	62	def get_available_transformations():	CODE
LOW	…/openvino/tools/ovc/moc_frontend/jax_frontend_utils.py	10	except Exception as e:	CODE
MEDIUM	…/openvino/tools/ovc/moc_frontend/jax_frontend_utils.py	7	def get_jax_decoder(model, args):	CODE
LOW	tests/stress_tests/scripts/memcheck_upload.py	209	except Exception as e:	CODE
LOW	tests/stress_tests/scripts/run_memcheck.py	204	except Exception as ex:	CODE
MEDIUM	…/layer_tests/pytorch_tests/pytorch_layer_test_class.py	294	print(f"An error occurred: {e}. Retrying...")	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	92	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	108	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	153	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	169	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	185	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	223	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	273	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	289	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	305	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	380	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	396	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	412	except Exception:	CODE
LOW⚡	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	428	except Exception:	CODE
LOW	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	73	except Exception:	CODE
MEDIUM	…sts/py_frontend_tests/test_torchvision_preprocessor.py	41	print(f"An error occurred: {e}. Retrying...")	CODE
LOW	tests/memory_tests/tools/run_tests.py	134	except Exception as ex:	CODE
MEDIUM	tests/memory_tests/tools/run_tests.py	135	print(f"Error: {ex}; tries left: {tries}")	CODE
LOW	tests/memory_tests/tools/run_tests.py	426	except Exception as ex:	CODE
MEDIUM	tests/memory_tests/tools/run_tests.py	333	def detect_report_metadata(self):	CODE
LOW	tests/e2e_tests/test_base.py	109	except Exception as ex:	CODE
LOW	tests/e2e_tests/test_base.py	156	except Exception as ex:	CODE
MEDIUM	tests/e2e_tests/test_base.py	152	def test_run(instance, pregen_irs, record_property, prepare_test_info, copy_inpu	CODE
LOW	tests/e2e_tests/test_utils/path_utils.py	173	except Exception as e:	CODE
LOW	tests/e2e_tests/common/sys_info_utils.py	245	except Exception: # pylint: disable=broad-except	CODE
LOW	tests/e2e_tests/common/plugins/ref_collect/conftest.py	43	except Exception as e:	CODE
LOW	…sts/e2e_tests/common/plugins/reshape_tests/conftest.py	126	except Exception as e:	CODE
LOW	tests/e2e_tests/common/plugins/common/base_conftest.py	76	except Exception as e:	CODE
LOW	tests/e2e_tests/common/plugins/e2e_test/conftest.py	219	except Exception as e:	CODE
LOW	tests/e2e_tests/common/ref_collector/score_pytorch.py	361	except Exception as e:	CODE
LOW	…ts/e2e_tests/common/model_loader/load_pytorch_model.py	34	except Exception as err:	CODE
LOW	…sts/performance_tests/test_tf_hub_performance_model.py	46	except Exception:	CODE
LOW	…hub_tests/transformation_tests/test_transformations.py	111	except Exception as e:	CODE
LOW	…hub_tests/transformation_tests/test_transformations.py	147	except Exception as e:	CODE
MEDIUM	…hub_tests/transformation_tests/test_transformations.py	86	def run_test(model_id, ie_device, ts_names, expected_layer_types):	CODE
LOW	tests/model_hub_tests/models_hub_common/utils.py	126	except Exception as e:	CODE
LOW	tests/model_hub_tests/tensorflow/test_tf_read_model.py	130	except Exception as e:	CODE
LOW	…ts/model_hub_tests/tensorflow/test_tf_convert_model.py	161	except Exception as e:	CODE
100 more matches not shown…

Modern AI Meta-Vocabulary38 hits · 132 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	139	- [LLMWare](https://github.com/llmware-ai/llmware/blob/main/solutions/openvino/README.md) - seamlessly build enterpris	CODE
MEDIUM	.claude/skills/ov-agentic-workflows/SKILL.md	22	## Identifying agentic workflows	COMMENT
MEDIUM	.claude/skills/ov-agentic-workflows/SKILL.md	73	### Create a new agentic workflow	COMMENT
MEDIUM	docs/dev/ci/github_actions/overview.md	22	* [Agentic Workflows](#agentic-workflows)	COMMENT
MEDIUM	docs/dev/ci/github_actions/agentic_workflows.md	24	* [What is an agentic workflow](#what-is-an-agentic-workflow)	COMMENT
MEDIUM	docs/dev/ci/github_actions/agentic_workflows.md	43	## What is an agentic workflow	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	32	# parameterised `shared/agentic-workflows/ci-doctor-*.md` fragments imported below;	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	37	# - shared/agentic-workflows/download-failure-logs.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	38	# - shared/agentic-workflows/collect-pr-info.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	39	# - shared/agentic-workflows/notify-teams.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	40	# - shared/agentic-workflows/notify-teams-recurring.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	41	# - shared/agentic-workflows/remediate-transient-failure.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	42	# - shared/agentic-workflows/ci-doctor-investigation-protocol.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	43	# - shared/agentic-workflows/ci-doctor-knowledge-base.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	44	# - shared/agentic-workflows/ci-doctor-reporting.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	341	GH_AW_PROMPT_CONTENT_0005: "{{#runtime-import .github/workflows/shared/agentic-workflows/download-failure-logs	CODE
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	342	GH_AW_PROMPT_CONTENT_0006: "{{#runtime-import .github/workflows/shared/agentic-workflows/collect-pr-info.md}}\	CODE
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	343	GH_AW_PROMPT_CONTENT_0007: "{{#runtime-import .github/workflows/shared/agentic-workflows/notify-teams.md}}\n"	CODE
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	344	GH_AW_PROMPT_CONTENT_0008: "{{#runtime-import .github/workflows/shared/agentic-workflows/notify-teams-recurrin	CODE
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	345	GH_AW_PROMPT_CONTENT_0009: "{{#runtime-import .github/workflows/shared/agentic-workflows/remediate-transient-f	CODE
MEDIUM	.github/workflows/ci-doctor.lock.yml	34	# - shared/agentic-workflows/download-failure-logs.md	COMMENT
MEDIUM	.github/workflows/ci-doctor.lock.yml	35	# - shared/agentic-workflows/collect-pr-info.md	COMMENT
MEDIUM	.github/workflows/ci-doctor.lock.yml	344	GH_AW_PROMPT_CONTENT_0005: "{{#runtime-import .github/workflows/shared/agentic-workflows/download-failure-logs	CODE
MEDIUM	.github/workflows/ci-doctor.lock.yml	345	GH_AW_PROMPT_CONTENT_0006: "{{#runtime-import .github/workflows/shared/agentic-workflows/collect-pr-info.md}}\	CODE
MEDIUM	.github/workflows/ci-doctor-remediation.lock.yml	38	# - shared/agentic-workflows/collect-ci-doctor-history.md	COMMENT
MEDIUM	.github/workflows/ci-doctor-remediation.lock.yml	301	GH_AW_PROMPT_CONTENT_0005: "{{#runtime-import .github/workflows/shared/agentic-workflows/collect-ci-doctor-his	CODE
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	34	# parameterised `shared/agentic-workflows/ci-doctor-*.md` fragments imported below;	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	39	# - shared/agentic-workflows/download-failure-logs.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	40	# - shared/agentic-workflows/notify-teams.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	41	# - shared/agentic-workflows/ci-doctor-investigation-protocol.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	42	# - shared/agentic-workflows/ci-doctor-knowledge-base.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	43	# - shared/agentic-workflows/ci-doctor-reporting.md	COMMENT
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	343	GH_AW_PROMPT_CONTENT_0005: "{{#runtime-import .github/workflows/shared/agentic-workflows/download-failure-logs	CODE
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	344	GH_AW_PROMPT_CONTENT_0006: "{{#runtime-import .github/workflows/shared/agentic-workflows/notify-teams.md}}\n"	CODE
MEDIUM	.github/actions/handle_docker/helpers.py	6	# Docker/CLI orchestration in CI; commands are constructed by trusted workflow code.	COMMENT
MEDIUM	.github/actions/smart-ci/smart_ci.py	18	# Changes limited to agentic (gh-aw) workflow files carry no signal for product CI, so a PR or	COMMENT
MEDIUM	.github/actions/smart-ci/smart_ci.py	21	'.github/workflows/*.md', # agentic workflow sources	CODE
MEDIUM	.github/actions/smart-ci/smart_ci.py	255	# and merge-queue entries regardless of Smart CI scope, so an agentic-only change is skipped	COMMENT

AI Slop Vocabulary33 hits · 93 pts

Severity	File	Line	Snippet	Context
LOW	tools/commit_slider/utils/modes.py	789	# so, we just set up path to cache folder	COMMENT
MEDIUM	tests/layer_tests/pytorch_tests/test_svd.py	55	# The 3x3 SVD requires statically 3x3 trailing dims; disable the harness's	COMMENT
MEDIUM	tests/layer_tests/pytorch_tests/test_pooling.py	303	# first spatial axis is index 2 (after N, C); for the no-batch case the harness still	COMMENT
MEDIUM	tests/layer_tests/pytorch_tests/test_norm.py	442	# (the harness default uses dynamic rank, a different branch).	COMMENT
MEDIUM	tests/layer_tests/jax_tests/jax_layer_test_class.py	170	# probably, we do not utilize some meta info from tf.function	COMMENT
MEDIUM	tests/e2e_tests/pipelines/tf_hub/nightly.yml	508	logit_reconstruction/robust,https://tfhub.dev/google/logit_reconstruction/robust/1?tf-hub-format=compressed	CODE
MEDIUM	tests/e2e_tests/pipelines/tf_hub/nightly.yml	584	wav2vec2-robust,https://tfhub.dev/vasudevgupta7/wav2vec2-robust/1?tf-hub-format=compressed	CODE
LOW	tests/model_hub_tests/pytorch/test_detectron2.py	60	inference = None # assume that we just call the model directly	CODE
MEDIUM	…etup/_static/selector-tool/assets/selector-i60o99x6.js	4	In order to be iterable, non-array objects must have a [Symbol.iterator]() method.`)}function te(e){return x(e)\|\|S(e)\|\|w	CODE
MEDIUM	…etup/_static/selector-tool/assets/selector-i60o99x6.js	4	In order to be iterable, non-array objects must have a [Symbol.iterator]() method.`)}function te(e){return x(e)\|\|S(e)\|\|w	CODE
MEDIUM⚡	.github/workflows/ci-doctor-mq.lock.yml	348	GH_AW_PROMPT_CONTENT_0012: "### Phase 6: Reporting and Recommendations\n\n1. Create Investigation Report:	CODE
MEDIUM⚡	.github/workflows/ci-doctor-post-commit.lock.yml	347	GH_AW_PROMPT_CONTENT_0009: "### Phase 6: Reporting and Recommendations\n\n1. Create Investigation Report:	CODE
MEDIUM⚡	.github/scripts/meat/tests/conftest.py	23	# Test harness only: sys.executable + script path argv, no shell.	COMMENT
MEDIUM	src/plugins/intel_cpu/src/nodes/scaled_attn.cpp	1598	// 3, using dot product can leverage the SIMD while easily adapt to indirect kv cache	COMMENT
MEDIUM	…/plugins/intel_gpu/src/graph/impls/ocl/arg_max_min.cpp	90	// However, here we utilize output_layout and axis information to minimize mem_lock.	COMMENT
MEDIUM	src/plugins/intel_gpu/src/plugin/plugin.cpp	480	// This is a temporary solution. A more robust solution will be implemented in future.	COMMENT
MEDIUM	…u/src/plugin/transformations/fuse_atan2_decomposed.cpp	59	// fingerprint robust to constant folding of the special-case chain).	COMMENT
MEDIUM	…ernel_selector/kernels/eltwise/eltwise_kernel_base.cpp	131	// well, but in reality more robust solution will be needed or (better) - assumption that types are not promoted. So	COMMENT
MEDIUM	…t/npuw/pipeline_passes/add_position_ids_param_test.cpp	47	// RoPE anymore as well as it doesn't utilize Gated Short Convolution Indexing path too.	COMMENT
MEDIUM	…/intel_npu/src/plugin/npuw/just_sync_infer_request.cpp	16	#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dim	COMMENT
MEDIUM	…/intel_npu/src/plugin/npuw/just_sync_infer_request.cpp	16	#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dim	COMMENT
MEDIUM	…/intel_npu/src/plugin/npuw/base_sync_infer_request.cpp	12	#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dim	COMMENT
MEDIUM	…/intel_npu/src/plugin/npuw/base_sync_infer_request.cpp	12	#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dim	COMMENT
MEDIUM	…in/npuw/npuw_transformations/remove_token_type_ids.cpp	64	// Both path utilize the same `Select`->`Equal`subgraph below, so pattern should match twice.	COMMENT
MEDIUM	…in/npuw/npuw_transformations/remove_token_type_ids.cpp	71	// Both local and global attentions path utilize the same subgraph with two `Gather`-s below.	COMMENT
MEDIUM	…ntel_npu/src/plugin/npuw/partitioning/partitioning.cpp	1862	// Hence, the logic is not robust enough and should be generalized	COMMENT
MEDIUM	…ts/test_models/gen_scripts/generate_deformable_conv.py	92	# Save inputs in order of OpenVINO model, to facilitate Fuzzy test,	COMMENT
MEDIUM	…/frontends/paddle/tests/test_models/gen_scripts/nms.py	112	# Save inputs in order of OpenVINO model, to facilitate Fuzzy test,	COMMENT
MEDIUM	…ddle/tests/test_models/gen_scripts/generate_dropout.py	55	# (the model keeps float32 inputs and outputs to stay readable by the fuzzy test harness)	COMMENT
MEDIUM	…dle/tests/test_models/gen_scripts/generate_yolo_box.py	37	# Save inputs in order of OpenVINO model, to facilitate Fuzzy test,	COMMENT
MEDIUM	…st_models/gen_scripts/generate_generate_proposal_v2.py	65	# Save inputs in order of OpenVINO model, to facilitate Fuzzy test,	COMMENT
MEDIUM	src/frontends/gguf/src/builder/blocks/ffn.cpp	148	// [1,T,K,1] (robust to dynamic T). gpt-oss softmaxes over the K (expert) axis.	COMMENT
MEDIUM	…ommon_test_utils/include/common_test_utils/matcher.hpp	10	// this is for more nuanced testing	COMMENT

AI Structural Patterns59 hits · 58 pts

Severity	File	Line	Context
LOW	tests/layer_tests/pytorch_tests/test_split_amax.py	27	CODE
LOW	tests/layer_tests/pytorch_tests/test_split_amax.py	86	CODE
LOW	tests/layer_tests/pytorch_tests/test_split_amax.py	115	CODE
LOW	tests/layer_tests/pytorch_tests/test_split_amax.py	144	CODE
LOW	tests/layer_tests/pytorch_tests/test_split_amax.py	173	CODE
LOW	…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py	338	CODE
LOW	tests/layer_tests/pytorch_tests/test_complex.py	37	CODE
LOW	tests/layer_tests/pytorch_tests/test_angle.py	29	CODE
LOW	tests/layer_tests/ovc_python_api_tests/test_pytorch.py	1297	CODE
LOW	…sts/py_frontend_tests/test_torchvision_preprocessor.py	29	CODE
LOW	tests/layer_tests/tensorflow_tests/test_tf_While.py	158	CODE
LOW	tests/layer_tests/common/onnx_layer_test_class.py	43	CODE
LOW	tests/layer_tests/common/tf2_layer_test_class.py	46	CODE
LOW	tests/layer_tests/jax_tests/test_negative.py	30	CODE
LOW	tests/layer_tests/jax_tests/test_transpose.py	22	CODE
LOW	tests/layer_tests/jax_tests/test_reduce_window_max.py	29	CODE
LOW	tests/layer_tests/jax_tests/test_reshape.py	22	CODE
LOW	tests/layer_tests/jax_tests/test_reshape.py	58	CODE
LOW	…sts/layer_tests/jax_tests/test_conv_general_dilated.py	27	CODE
LOW	tests/layer_tests/jax_tests/test_reduce_window_sum.py	29	CODE
LOW	tests/layer_tests/jax_tests/test_broadcast_in_dim.py	22	CODE
LOW	tests/layer_tests/jax_tests/test_dot_general.py	24	CODE
LOW	tests/layer_tests/jax_tests/test_rsqrt.py	22	CODE
LOW	tests/layer_tests/jax_tests/test_slice.py	22	CODE
LOW	tests/layer_tests/jax_tests/test_slice.py	56	CODE
LOW	tests/layer_tests/jax_tests/test_argmax.py	38	CODE
LOW	tests/layer_tests/jax_tests/test_squeeze.py	22	CODE
LOW	…ests/pipelines/pipeline_templates/preproc_templates.py	10	CODE
LOW	…ines/pipeline_templates/collect_reference_templates.py	42	CODE
LOW	…pipelines/pipeline_templates/model_loader_templates.py	4	CODE
LOW	…peline_templates/pytorch_to_onnx_converter_template.py	4	CODE
LOW	…s/pipelines/pipeline_templates/comparators_template.py	31	CODE
LOW	tests/e2e_tests/common/hook_utils.py	86	CODE
LOW	…s/e2e_tests/common/ref_collector/score_onnx_runtime.py	70	CODE
LOW	tests/samples_tests/smoke_tests/test_benchmark_app.py	73	CODE
LOW	…ticles_en/assets/snippets/torchvision_preprocessing.py	29	CODE
LOW	.github/actions/smart-ci/smart_ci.py	98	CODE
LOW	…gregate-average-counters/aggregate-average-counters.py	37	CODE
LOW	…/test_models/gen_scripts/generate_malformed_indices.py	24	CODE
LOW	…ts/test_models/gen_scripts/generate_deformable_conv.py	128	CODE
LOW	…le/tests/test_models/gen_scripts/generate_box_coder.py	95	CODE
LOW	…le/tests/test_models/gen_scripts/generate_box_coder.py	110	CODE
LOW	…le/tests/test_models/gen_scripts/generate_embedding.py	59	CODE
LOW	…els/gen_scripts/generate_tf1_if_with_nonexistent_op.py	20	CODE
LOW	…els/gen_scripts/generate_tf1_if_with_nonexistent_op.py	26	CODE
LOW	…functional_test_utils/layer_tests_summary/summarize.py	243	CODE
LOW	src/bindings/python/src/openvino/opset1/ops.py	549	CODE
LOW	src/bindings/python/src/openvino/opset8/ops.py	131	CODE
LOW	src/bindings/python/src/openvino/opset8/ops.py	189	CODE
LOW	…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py	221	CODE
LOW	…ngs/python/src/openvino/frontend/pytorch/ts_decoder.py	46	CODE
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/backend.py	129	CODE
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/backend.py	89	CODE
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/execute.py	76	CODE
LOW	src/bindings/python/src/openvino/opset9/ops.py	54	CODE
LOW	src/bindings/python/src/openvino/opset9/ops.py	209	CODE
LOW	src/bindings/python/src/openvino/opset10/ops.py	25	CODE
LOW	src/bindings/python/src/openvino/opset11/ops.py	23	CODE
LOW	src/bindings/python/src/openvino/opset5/ops.py	100	CODE

Fake / Example Data29 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	tools/commit_slider/tests/commit_slider_test.py	332	"placeholder": "commitHash1",	CODE
LOW	tools/commit_slider/tests/commit_slider_test.py	340	"placeholder": "commitHash2",	CODE
LOW	tools/commit_slider/tests/commit_slider_test.py	419	"placeholder": "pathOne",	CODE
LOW	tools/commit_slider/tests/commit_slider_test.py	427	"placeholder": "pathTwo",	CODE
LOW⚡	tools/commit_slider/tests/commit_slider_test.py	465	"placeholder": "not updated"	CODE
LOW⚡	tools/commit_slider/tests/commit_slider_test.py	469	deepMapUpdate(cfg, ["path", "to", "placeholder"], "updated")	CODE
LOW⚡	tools/commit_slider/tests/commit_slider_test.py	471	cfg["path"]["to"]["placeholder"],	CODE
LOW	tools/commit_slider/utils/cfg.json	140	"placeholder": "placeholder",	CODE
LOW	tools/commit_slider/utils/helpers.py	1024	rule["placeholder"],	CODE
LOW	tools/commit_slider/utils/helpers.py	1039	"placeholder": placeholder,	CODE
LOW⚡	tools/commit_slider/utils/cfg_samples/AC_for_CI.json	43	"placeholder":"precommitPath",	CODE
LOW⚡	tools/commit_slider/utils/cfg_samples/AC_for_CI.json	51	"placeholder":"wheelVersion",	CODE
LOW⚡	tools/commit_slider/utils/cfg_samples/AC_for_CI.json	59	"placeholder":"appCmd",	CODE
LOW⚡	tools/commit_slider/utils/cfg_samples/AC_for_CI.json	67	"placeholder":"toolPath",	CODE
LOW	tools/commit_slider/utils/cfg_samples/e2e_for_CI.json	43	"placeholder":"precommitPath",	CODE
LOW	tools/commit_slider/utils/cfg_samples/e2e_for_CI.json	51	"placeholder":"wheelVersion",	CODE
LOW	tools/commit_slider/utils/cfg_samples/llm_bench.json	47	"placeholder":"precommitPath",	CODE
LOW	tools/commit_slider/utils/cfg_samples/llm_bench.json	55	"placeholder":"wheelVersion",	CODE
LOW	src/core/tests/shared_buffer.cpp	182	char dummy_data[10] = "test";	CODE
LOW	src/core/tests/shared_buffer.cpp	186	SharedStreamBuffer buffer(dummy_data, large_size);	CODE
LOW	…core/reference/include/openvino/reference/max_pool.hpp	93	// select max elem and its index for each "placeholder" in the out buffer (pointed to by out_idx)	COMMENT
LOW	…core/reference/include/openvino/reference/avg_pool.hpp	61	// select max elem and its index for each "placeholder" in the out buffer (pointed to by out_idx)	COMMENT
LOW	src/plugins/intel_gpu/src/plugin/compiled_model.cpp	164	std::string fake_name;	CODE
LOW	src/plugins/intel_gpu/src/plugin/compiled_model.cpp	165	ib >> fake_name;	CODE
LOW	src/plugins/intel_gpu/src/plugin/compiled_model.cpp	180	fake_param->set_friendly_name(fake_name);	CODE
LOW	…ransformations/op_conversions/einsum_decomposition.cpp	267	// would be counted as 1. Adjust the rank to include actual ellipsis rank with accounting for existing "placeholder"	COMMENT
LOW	…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py	243	if value.op == "placeholder":	CODE
LOW	…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py	628	if node.op in {"placeholder", "output"}:	CODE
LOW	…src/openvino/frontend/pytorch/torchdynamo/partition.py	58	elif node.op != "placeholder" and node.op != "output":	CODE

Cross-Language Confusion5 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH	…s/tensorflow_lite_tests/test_tfl_StableHLOComposite.py	159	# Buffers: [0]=null, [1]=input (empty), [2]=gamma weights, [3]=output (empty)	COMMENT
HIGH	tests/e2e_tests/common/comparator/eltwise.py	79	# In case when there are zeros in data and/or ref tensors, rel error is undefined,	COMMENT
HIGH	tests/e2e_tests/common/comparator/eltwise.py	108	# In case when there are zeros in data and/or ref tensors, rel error is undefined,	COMMENT
HIGH	.github/actions/handle_docker/get_images_to_build.py	129	images.push(images_to_build, missing_only)	CODE
HIGH	.github/actions/handle_docker/images_api.py	141	image.push(self.dry_run)	CODE

TODO Padding21 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	tests/stress_tests/common/utils.cpp	126	// TODO: implement run in separate process by using WinAPI	COMMENT
LOW	tests/stress_tests/common/managers/thread_manager.h	19	// TODO: implement run_task function according to wait_task	COMMENT
LOW	tests/stress_tests/common/managers/task_manager.h	87	virtual void wait_task(int task_index) = 0; // TODO: implement for run_sequentially	CODE
LOW	tests/layer_tests/tensorflow_tests/test_tf_Sub.py	35	# TODO: implement tests for 2 Consts + Sub	COMMENT
LOW	tests/layer_tests/tensorflow_tests/test_tf_Mul.py	32	# TODO: implement tests for 2 Consts + Mul	COMMENT
LOW	tests/layer_tests/tensorflow_tests/test_tf_Add.py	30	# TODO: implement tests for 2 Consts + Add	COMMENT
LOW	tests/layer_tests/tensorflow_tests/test_tf_FloorDiv.py	47	# TODO: implement tests for 2 Consts + Add	COMMENT
LOW	thirdparty/itt_collector/runtool/sea_runtool.py	1454	lane = self.process(pid).thread(tid).lane(kind) #TODO: implement proper lane frames	CODE
LOW	src/core/tests/type_prop/binary_convolution.cpp	230	// TODO: Add test with check filters element type once u1 is supported in OpenVINO Python API	COMMENT
LOW	src/core/reference/src/op/einsum.cpp	26	// TODO: implement algorithm for finding (pseudo-)optimal einsum_path	COMMENT
LOW	…plugins/intel_cpu/src/nodes/kernels/x64/jit_kernel.hpp	552	// TODO: implement vector arithmetic	COMMENT
LOW	…ntel_cpu/src/nodes/kernels/scaled_attn/executor_pa.cpp	2760	// TODO: implement u4/u8	COMMENT
LOW	…_gpu/tests/unit/module_tests/sycl/sycl_events_test.cpp	30	// TODO: Add tests when create_user_event(false) is implemented	COMMENT
LOW	…_gpu/tests/unit/module_tests/sycl/sycl_events_test.cpp	43	// TODO: Add test when create_user_event(false) is implemented	COMMENT
LOW	src/plugins/intel_gpu/src/graph/program.cpp	93	// TODO: implement self-registration for impls	COMMENT
LOW	…pu/src/graph/impls/ocl_v2/sdpa/paged_attention_opt.cpp	1388	// TODO: implement bidirectional attention for MIXED with token_type_ids	COMMENT
LOW	…pu/src/plugin/transformations/einsum_decomposition.cpp	36	// TODO: implement algorithm for finding (pseudo-)optimal einsum_path	COMMENT
LOW	src/plugins/intel_gpu/src/kernel_selector/jitter.cpp	505	// TODO: implement support of non-default layouts with 4 channels	COMMENT
LOW	src/plugins/intel_gpu/src/kernel_selector/jitter.cpp	588	// TODO: implement support of non-default layouts with 5 channels	COMMENT
LOW	src/frontends/onnx/frontend/src/onnx_framework_node.hpp	50	// TODO: implement reading as well, now it work for serialization only	COMMENT
LOW	…ransformations/op_conversions/einsum_decomposition.cpp	55	// TODO: implement algorithm for finding (pseudo-)optimal einsum_path	COMMENT

Synthetic Comment Markers3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	src/plugins/intel_gpu/src/plugin/sync_infer_request.cpp	477	// wait for completion & collect outputs as requested by the model	COMMENT
HIGH	src/plugins/intel_npu/tests/unit/npuw/serialization.cpp	227	// (mis)match closure_size as requested. The importer is expected to throw before reading	COMMENT
HIGH	src/inference/src/dev/core_impl.cpp	998	// Check that device plugin name is the same as requested for HW plugins	COMMENT

Redundant / Tautological Comments13 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	tools/benchmark_tool/openvino/tools/benchmark/main.py	320	# Set nstreams to default value auto if no nstreams specified from cmd line.	COMMENT
LOW	…/layer_tests/pytorch_tests/pytorch_layer_test_class.py	550	# Check if output data types match	COMMENT
LOW⚡	docs/scripts/tests/validate_benchmarks.py	43	# Check if the JSON data is a list of objects	COMMENT
LOW	docs/articles_en/assets/snippets/ov_dynamic_shapes.py	34	# Print output partial shape	COMMENT
LOW	.github/scripts/workflow_rerun/rerunner.py	138	# Check if the run has already been retriggered	STRING
LOW	…ntends/onnx/tests/tests_python/model_zoo_preprocess.sh	108	# Check if ONNX Model Zoo directory consists of proper git repo	COMMENT
LOW	src/bindings/python/tests/test_runtime/test_ovdict.py	156	# Check if returned names are tuple with one default name set	COMMENT
LOW	src/bindings/python/tests/test_graph/test_affix_ops.py	49	# Check if node was created correctly	COMMENT
LOW	src/bindings/python/tests/test_graph/test_affix_ops.py	102	# Check if node was created correctly	COMMENT
LOW	src/bindings/python/tests/test_graph/test_affix_ops.py	142	# Check if node was created correctly	COMMENT
LOW	…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py	284	# Check if this is a higher-order operation that needs special tuple handling	COMMENT
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/backend.py	79	# Check if the model was fully supported and already cached	COMMENT
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/backend.py	118	# Check if the model is fully supported.	COMMENT

Modern Structural Boilerplate13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tests/llm/accuracy_conformance.py	23	logger = logging.getLogger(__name__)	CODE
LOW	tests/layer_tests/common/utils/common_utils.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…_sphinx_theme/openvino_sphinx_theme/directives/code.py	14	logger = logging.getLogger(__name__)	CODE
LOW	.github/scripts/npu_cip_detect_bump.py	36	def set_output(name: str, value: str) -> None:	CODE
LOW	…ripts/agentic-workflows/remediate_transient_failure.py	102	def _set_github_env(key: str, value: str) -> None:	CODE
LOW	src/frontends/onnx/tests/runtime.py	78	def set_config(self, config: dict[str, str]) -> None:	CODE
LOW	…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…src/openvino/frontend/pytorch/torchdynamo/partition.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/backend.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/execute.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…n/src/openvino/frontend/pytorch/torchdynamo/compile.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…rc/openvino/frontend/pytorch/torchdynamo/op_support.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…ings/python/src/openvino/frontend/jax/jaxpr_decoder.py	26	logger = logging.getLogger(__name__)	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	docs/articles_en/assets/snippets/ov_preprocessing.py	217	# In this example we also want to change batch size to increase throughput	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/articles_en/assets/snippets/ov_extensions.py	19	# or you can add operation extension object which is equivalent form	COMMENT
LOW	src/core/include/openvino/core/node.hpp	103	/// \note Don't forget to put a break after each statement or it will fall through and generate	COMMENT
LOW	…stances/single_layer_tests/scatter_elements_update.cpp	65	// Don't forget to add Reduction::NONE when/if ConvertScatterElementsUpdate12ToScatterElementsUpdate3	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/fuzz/scripts/init_corpus.py	5	# Sample usage:	COMMENT
LOW	.github/scripts/workflow_rerun/log_analyzer.py	189	# Usage example	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings