Repository Analysis

openvinotoolkit/openvino

OpenVINO™ is an open source toolkit for optimizing and deploying AI inference

6.3 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of openvinotoolkit/openvino, a C++ project with 10,514 GitHub stars. SynthScan v2.0 examined 2,484,607 lines of code across 14846 source files, recording 13429 pattern matches distributed across 23 syntactic categories. The overall adjusted score of 6.3 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

6.3
Adjusted Score
6.3
Raw Score
100%
Time Factor
2026-07-14
Last Push
10.5K
Stars
C++
Language
2.5M
Lines of Code
14.8K
Files
13.4K
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 25HIGH 49MEDIUM 1155LOW 12200

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 13429 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block6271 hits · 6242 pts
SeverityFileLineSnippetContext
LOWCMakeLists.txt141#COMMENT
LOWtools/commit_slider/tests/test_data.py521 # │ xxxxxCOMMENT
LOWtools/commit_slider/tests/test_data.py541 lambda td, rsc: [COMMENT
LOWtools/commit_slider/utils/cfg_manager.py181# ],COMMENT
LOWtools/commit_slider/utils/cfg_manager.py201# }COMMENT
LOW…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py41 # ),COMMENT
LOWtools/ovc/openvino/tools/ovc/moc_frontend/__init__.py1# Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…ts/time_tests/src/timetests_helper/statistics_writer.h1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…sts/memleaks_tests/tests_pipelines/tests_pipelines.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…tests/memleaks_tests/tests_pipelines/tests_pipelines.h1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWtests/stress_tests/common/utils.h1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWtests/stress_tests/common/utils.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWtests/stress_tests/common/ie_pipelines/pipelines.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…ppverifier_tests/thread_local/include/thread_local.hpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…ts/appverifier_tests/thread_local/src/thread_local.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…/layer_tests/py_frontend_tests/test_paddle_frontend.py41COMMENT
LOWtests/fuzz/fuzz-testhelper/fuzz-utils.h1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWtests/memory_tests/src/gpu_memory_sampling.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWtests/memory_tests/src/memory_test.hpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWtests/e2e_tests/pytest.ini1[pytest]COMMENT
LOWtests/e2e_tests/base_test_rules.yml1# Test rules configuration fileCOMMENT
LOWtests/e2e_tests/common/__init__.py1# Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWtests/e2e_tests/common/plugins/common/conftest.py541 """COMMENT
LOWtests/e2e_tests/common/plugins/common/conftest.py561 # if instance.ie_pipeline.get('load_pytorch_model') or instance.ie_pipeline.get('pytorch_to_onnx'):COMMENT
LOWtests/e2e_tests/common/plugins/common/conftest.py581 # model_path = model.parentCOMMENT
LOWtests/e2e_tests/common/plugins/common/conftest.py601 # if instance.ie_pipeline.get('prepare_model'):COMMENT
LOWtests/model_hub_tests/pytorch/test_llm.py121 # gptqmodel's HFKernelLinear needs wf_unsqueeze_* buffersCOMMENT
LOWtests/model_hub_tests/pytorch/envs/rope_gpu.txt1# GPU-only RoPE test dependencies — installed IN ADDITION to rope.txt by theCOMMENT
LOWtests/model_hub_tests/pytorch/envs/llm_build_deps.txt1# Build dependencies for gptqmodel sdist.COMMENT
LOWtests/model_hub_tests/pytorch/envs/llm.txt1# Extra dependencies for test_llm.py (LLM quantized models)COMMENT
LOWdocs/snippets/example_itask_executor.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWdocs/snippets/src/main.py1# Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWdocs/snippets/src/main.py21#! [part2_3]COMMENT
LOW…cs/optimization_guide/nncf/ptq/code/ptq_aa_openvino.py61COMMENT
LOWdocs/scripts/create_doc_mapping.py41# username = 'openvinotoolkit'COMMENT
LOWdocs/scripts/tests/utils/__init__.py1# Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_layout.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_preprocessing.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…rticles_en/assets/snippets/ov_stateful_models_intro.py161 # This example demonstrates how to work with OpenVINO State API.COMMENT
LOWdocs/articles_en/assets/snippets/ov_patterns.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_patterns.cpp221// ! [ov:pattern_optional_root]COMMENT
LOWdocs/articles_en/assets/snippets/ov_infer_request.py81#! [roi_tensor]COMMENT
LOWdocs/articles_en/assets/snippets/ov_layout.py1# Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…s/articles_en/assets/snippets/lpt_intel_cpu_plugin.cpp1#include <low_precision/common/quantization_granularity_restriction.hpp>COMMENT
LOWdocs/articles_en/assets/snippets/ov_dynamic_shapes.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_model_snippets.py1# Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…cs/articles_en/assets/snippets/ov_python_exclusives.py61#! [passing_numpy_array]COMMENT
LOW…cs/articles_en/assets/snippets/ov_python_exclusives.py181# Create thread with prepare_data function as target and start itCOMMENT
LOW…ticles_en/assets/snippets/dldt_optimization_guide9.cpp1int main() {COMMENT
LOWdocs/articles_en/assets/snippets/ov_extensions.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…en/assets/snippets/template_pattern_transformation.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_model_snippets.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…ticles_en/assets/snippets/ov_stateful_models_intro.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…les_en/assets/snippets/gpu/remote_objects_creation.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOW…articles_en/assets/snippets/gpu/custom_kernels_api.cpp1#include "openvino/runtime/core.hpp"COMMENT
LOWsamples/cpp/benchmark/throughput_benchmark/main.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWsamples/cpp/benchmark/sync_benchmark/main.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWsamples/cpp/benchmark_app/remote_tensors_filling.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWsamples/cpp/benchmark_app/utils.cpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
LOWsamples/cpp/benchmark_app/inputs_filling.hpp1// Copyright (C) 2018-2026 Intel CorporationCOMMENT
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Decorative Section Separators627 hits · 2336 pts
SeverityFileLineSnippetContext
MEDIUMtools/commit_slider/tests/test_data.py532 # └──────────────────────────────COMMENT
MEDIUMtools/commit_slider/tests/test_data.py560 # └────────────────────────────────────COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py116# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py118# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py192# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py194# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py230# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py232# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py312# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py314# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py21# ---------------------------------------------------------------------------COMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py23# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/layer_tests/pytorch_tests/test_grouped_mm.py109# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/layer_tests/pytorch_tests/test_grouped_mm.py111# ---------------------------------------------------------------------------COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1574 # ── input_specs=None → always None ──────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1601 # ── All dims dynamic (-1) ───────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1646 # ── Mixed dynamic / static dims ─────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1672 # ── All static dims → None per input ────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1682 # ── Multiple inputs ─────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1711 # ── Dict inputs ─────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1739 # ── List inputs (auto-converted to tuple) ───────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1749 # ── Bare single tensor input ────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1759 # ── Scalar tensor → None ────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1768 # ── Spec with None shape ────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1779 # ── More specs than inputs (extra specs ignored) ────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1789 # ── Fewer specs than inputs (missing specs → None) ──────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1800 # ── High-dimensional tensors ────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1842 # ── Dimension constraints (min/max bounds) ──────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2198# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2200# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2453# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2455# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2533# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2535# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1628 # ── Only batch dynamic ──────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1819 # ── Multiple inputs with different ranks ────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1952 # ── Parametrized: many rank / dynamic-dim combos ────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py1979 # ── Nested tuple inputs (e.g. past_key_values) ─────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2726# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py2728# ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/sphinx_setup/conf.py95# ----------------------------------------------------COMMENT
MEDIUMsamples/python/hello_reshape_ssd/hello_reshape_ssd.py113# ----------------------------------------------------------------------------------------------------------------------COMMENT
MEDIUMsamples/python/hello_query_device/hello_query_device.py39 # -----------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM…sification_sample_async/classification_sample_async.py125# ----------------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM…es/python/hello_classification/hello_classification.py107# ----------------------------------------------------------------------------------------------------------------------COMMENT
MEDIUM…/python/model_creation_sample/model_creation_sample.py203 # ------------------------------------------------------------------------------------------------------------------COMMENT
MEDIUMscripts/submodule_update_with_gitee.sh12# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/submodule_update_with_gitee.sh41# -----------------------------------------------------------------------------COMMENT
MEDIUM…/install_dependencies/install_openvino_dependencies.sh8#===================================================================================================COMMENT
MEDIUM…/install_dependencies/install_openvino_dependencies.sh53#===================================================================================================COMMENT
MEDIUM…/install_dependencies/install_openvino_dependencies.sh87#===================================================================================================COMMENT
MEDIUM…/install_dependencies/install_openvino_dependencies.sh118#===================================================================================================COMMENT
MEDIUM…/install_dependencies/install_openvino_dependencies.sh239#===================================================================================================COMMENT
MEDIUM…/install_dependencies/install_openvino_dependencies.sh263#===================================================================================================COMMENT
MEDIUM…ts-prototype/skills/add-cpu-op/step2-implementation.md204// ═══════════════════════════════════════════════════════════════════COMMENT
MEDIUM…ts-prototype/skills/add-cpu-op/step2-implementation.md206// ═══════════════════════════════════════════════════════════════════COMMENT
MEDIUM…ts-prototype/skills/add-cpu-op/step2-implementation.md218// ═══════════════════════════════════════════════════════════════════COMMENT
MEDIUM…ts-prototype/skills/add-cpu-op/step2-implementation.md220// ═══════════════════════════════════════════════════════════════════COMMENT
MEDIUM…ts-prototype/skills/add-cpu-op/step2-implementation.md235// ═══════════════════════════════════════════════════════════════════COMMENT
MEDIUM…ts-prototype/skills/add-cpu-op/step2-implementation.md237// ═══════════════════════════════════════════════════════════════════COMMENT
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Unused Imports3357 hits · 2142 pts
SeverityFileLineSnippetContext
LOWtools/benchmark_tool/openvino/__init__.py21CODE
LOWtools/benchmark_tool/openvino/__init__.py22CODE
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Hyper-Verbose Identifiers1636 hits · 1623 pts
SeverityFileLineSnippetContext
LOW…s/benchmark_tool/openvino/tools/benchmark/benchmark.py143 def async_inference_full_mode(self, infer_queue, data_queue, pcseq):CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py48def parse_and_check_command_line():CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py99 def is_flag_set_in_command_line(flag):CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py174 def get_device_type_from_name(name) :CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py258 def update_device_config_for_virtual_device(value, config, key):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py47 def dump_performance_counters(self):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py51 def dump_performance_counters_sorted(self):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py84 def dump_performance_counters(self, prof_info_list):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py85 def dump_performance_counters_request(f, prof_info):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py116 def get_average_performance_counters(prof_info_list):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py138 def dump_performance_counters_sorted(self, prof_sorted_info):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py188 def dump_performance_counters(self, prof_info_list: list[list[Any]]): #ProfilingInfoCODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py189 def profiling_info_to_dict_list(prof_info_list):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py216 def get_average_performance_counters(prof_info_list):CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py261 def dump_performance_counters_sorted(self, prof_sorted_info) -> None:CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py262 def profiling_info_to_dict_list(prof_info_matrix: np.ndarray) -> list[dict[str, str]]:CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py70def get_batch_sizes_per_input_map(app_input_info: list[AppInputInfo]):CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py82def verify_objects_to_be_used(objects_to_be_used_map: dict[str, list[str]], info: AppInputInfo, total_frames: int, inputCODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py152def parse_input_output_precision(arg_map: str):CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py169def print_inputs_and_outputs_info(model: Model):CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py249def get_duration_in_milliseconds(duration):CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py326def parse_value_for_virtual_device(device, values_string):CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py353def process_help_inference_string(benchmark_app, device_number_streams):CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py465def get_command_line_arguments(argv):CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py761def device_properties_to_string(config):CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py780def string_to_device_properties(device_properties_str):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py55 def test_get_shapes_complex_input(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py64 def test_get_shapes_and_freezing_with_scalar_and_without_shapes_in_input(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py74 def test_get_shapes_and_freezing_with_scalar(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py126 def test_get_shapes_and_data_types_shape_only(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py135 def test_get_shapes_and_data_types_shape_with_ports_only(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py148 def test_shape_and_value_shape_mismatch(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py153 def test_get_shapes_no_input_no_shape(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py168 def test_get_shapes_for_scalar_inputs(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py175 def test_get_shapes_two_input_shapes_with_scalar(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py183 def test_get_shapes_two_input_shapes(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py191 def test_get_shapes_one_input_no_shape(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/cli_parser_test.py491 def test_mo_convert_params_parsing(self):CODE
LOWtools/ovc/unit_tests/ovc/utils/error_test.py22 def test_cannot_import_name_neg(self):CODE
LOW…it_tests/moc_tf_fe/conversion_incorrect_models_test.py12 def test_conversion_fake_pb_model(self):CODE
LOW…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py78 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.py82 def test_conversion_model_oneshot_iterator_default(self):CODE
LOW…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py100 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.py104 def test_conversion_dir_model(self):CODE
LOW…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py123 def test_conversion_pbtxt_model_with_inference(self, inputs, expected, dtype):CODE
LOW…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py143 def test_conversion_model_with_undefined_constant(self, model_name, argv_input, inputs, expected, dtype):CODE
LOWtools/ovc/openvino/tools/ovc/version.py31def get_simplified_ie_version(version=None):CODE
LOWtools/ovc/openvino/tools/ovc/version.py43def extract_hash_from_version(full_version: str):CODE
LOWtools/ovc/openvino/tools/ovc/version.py76 def get_ie_simplified_version(self):CODE
LOWtools/ovc/openvino/tools/ovc/environment_setup_utils.py11def get_imported_module_version(imported_module):CODE
LOWtools/ovc/openvino/tools/ovc/convert_impl.py402def pack_params_to_args_namespace(args: dict, cli_parser: argparse.ArgumentParser, python_api_used):CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py24def single_input_to_input_cut_info(input: [str, tuple, list, PartialShape, Type, type]):CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py205def canonicalize_and_check_paths(values: Union[str, list[str], None], param_name,CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py254def readable_file_or_dir_or_object(path: str):CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py270def readable_dirs_or_files_or_empty(paths: [str, list, tuple]):CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py353 def _get_default_metavar_for_optional(self, action):CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py402def get_params_with_paths_list():CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py421def remove_shape_from_input_value(input_value: str):CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py433def get_shape_from_input_value(input_value: str):CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py457def get_node_name_with_port_from_input_value(input_value: str):CODE
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Self-Referential Comments480 hits · 1480 pts
SeverityFileLineSnippetContext
MEDIUMtools/ovc/unit_tests/ovc/convert/import_from_mo_test.py41 # Create the graph (GraphProto)COMMENT
MEDIUMtools/ovc/unit_tests/ovc/convert/import_from_mo_test.py49 # Create the model (ModelProto)COMMENT
MEDIUMtools/ovc/unit_tests/ovc/convert/meta_data_test.py44 # Create the graph (GraphProto)COMMENT
MEDIUMtools/ovc/unit_tests/ovc/convert/meta_data_test.py52 # Create the model (ModelProto)COMMENT
MEDIUMtools/ovc/unit_tests/ovc/convert/utils.py34 # Create the graph (GraphProto)COMMENT
MEDIUMtools/ovc/unit_tests/ovc/convert/utils.py42 # Create the model (ModelProto)COMMENT
MEDIUM…tf_fe/test_models/model_add_with_undefined_constant.py7# Create the graph and modelCOMMENT
MEDIUM…tf_fe/test_models/model_mul_with_undefined_constant.py7# Create the graph and modelCOMMENT
MEDIUMtools/ovc/openvino/tools/ovc/utils.py49 # This method is needed to check equality of values where some values can be NoneCOMMENT
MEDIUMtests/time_tests/test_runner/utils.py8# Define a range to cut outliers which are < Q1 − IQR_CUTOFF * IQR, and > Q3 + IQR_CUTOFF * IQRCOMMENT
MEDIUMtests/conditional_compilation/test_cc.py39 # Create a directory for infer results, if it haven't done beforeCOMMENT
MEDIUM…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py352 # Create a list of stacked tensorsCOMMENT
MEDIUM…_tests/ovc_python_api_tests/test_tf_unsupported_ops.py33 # Create the graph and modelCOMMENT
MEDIUM…_tests/ovc_python_api_tests/test_tf_unsupported_ops.py60 # Create the graph and modelCOMMENT
MEDIUM…ts/layer_tests/ovc_python_api_tests/test_extensions.py42 # Create the graph (GraphProto)COMMENT
MEDIUM…ts/layer_tests/ovc_python_api_tests/test_extensions.py50 # Create the model (ModelProto)COMMENT
MEDIUMtests/layer_tests/ovc_python_api_tests/test_onnx.py40 # Create the graph (GraphProto)COMMENT
MEDIUMtests/layer_tests/ovc_python_api_tests/test_onnx.py48 # Create the model (ModelProto)COMMENT
MEDIUM…s/layer_tests/py_frontend_tests/test_torch_frontend.py988 # Define a simple PyTorch modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_ListDiff.py23 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Rsqrt.py23 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Rsqrt.py77 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Erfc.py23 # Create the graph and modelCOMMENT
MEDIUM…yer_tests/tensorflow_tests/test_tf_ApproximateEqual.py22 # Create the graph and modelCOMMENT
MEDIUM…ests/tensorflow_tests/test_tf_ParallelDynamicStitch.py45 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Sub.py16 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_LinSpace.py26 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Cast.py42 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_IsNan.py24 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_RGBToHSV.py35 # Create the graph and modelCOMMENT
MEDIUM…/layer_tests/tensorflow_tests/test_tf_RandomUniform.py24 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Equal.py55 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Equal.py281 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Softmax.py23 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_IsInf.py22 # Create the graph and modelCOMMENT
MEDIUM…ts/layer_tests/tensorflow_tests/test_tf_TruncateDiv.py27 # Create the graph and modelCOMMENT
MEDIUM…yer_tests/tensorflow_tests/test_tf_UniqueWithCounts.py20 # Create the graph and modelCOMMENT
MEDIUM…s/layer_tests/tensorflow_tests/test_tf_UnravelIndex.py22 # Create the graph and modelCOMMENT
MEDIUM…ts/layer_tests/tensorflow_tests/test_tf_SwitchMerge.py22 # Create the graph and modelCOMMENT
MEDIUM…ts/layer_tests/tensorflow_tests/test_tf_SwitchMerge.py79 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Tile.py24 # Create the graph and modelCOMMENT
MEDIUM…er_tests/tensorflow_tests/test_tf_MaxPoolWithArgmax.py24 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Xlog1py.py32 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Pack.py20 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_OneHot.py13 # Create the graph and modelCOMMENT
MEDIUM…s/layer_tests/tensorflow_tests/test_tf_BatchToSpace.py14 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Squeeze.py121 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_ToBool.py28 # Create the graph and modelCOMMENT
MEDIUM…layer_tests/tensorflow_tests/test_tf_FusedBatchNorm.py37 # Create the graph and modelCOMMENT
MEDIUM…layer_tests/tensorflow_tests/test_tf_Conv3DBackprop.py38 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Unique.py20 # Create the graph and modelCOMMENT
MEDIUM…layer_tests/tensorflow_tests/test_tf_SpaceToBatchND.py12 # Create the graph and modelCOMMENT
MEDIUM…s/layer_tests/tensorflow_tests/test_tf_GRUBlockCell.py23 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Pad.py61 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Pad.py104 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Fill.py32 # Create the graph and modelCOMMENT
MEDIUM…layer_tests/tensorflow_tests/test_tf_BatchToSpaceND.py12 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Mul.py16 # Create the graph and modelCOMMENT
MEDIUMtests/layer_tests/tensorflow_tests/test_tf_Mul.py224 # Create the graph and modelCOMMENT
MEDIUM…sts/layer_tests/tensorflow_tests/test_tf_ComplexAbs.py25 # Create the graph and modelCOMMENT
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Structural Annotation Overuse248 hits · 416 pts
SeverityFileLineSnippetContext
LOWtests/conditional_compilation/conftest.py247 # Step 1: downloaderCOMMENT
LOWtests/conditional_compilation/conftest.py261 # Step 2: converterCOMMENT
LOWtests/conditional_compilation/conftest.py274 # Step 3: info_dumperCOMMENT
LOWtests/conditional_compilation/conftest.py283 # Step 4: form model_pathCOMMENT
LOW.claude/skills/ov-update-pytorch-version/SKILL.md10## Step 0: Confirm ScopeCOMMENT
LOW.claude/skills/ov-update-pytorch-version/SKILL.md20## Step 1: Update Version PinsCOMMENT
LOW.claude/skills/ov-update-pytorch-version/SKILL.md35## Step 2: Run the Layer Tests in ParallelCOMMENT
LOW.claude/skills/ov-update-pytorch-version/SKILL.md76## Step 3: Triage FailuresCOMMENT
LOW.claude/skills/ov-update-pytorch-version/SKILL.md144## Step 4: Re-validateCOMMENT
LOW.claude/skills/ov-update-pytorch-version/SKILL.md156## Step 5: Check Model Hub TestsCOMMENT
LOW.claude/skills/ov-update-pytorch-version/SKILL.md192## Step 6: CommitCOMMENT
LOW.claude/skills/ov-debug-matcher-pass/SKILL.md23## Step 0: Gather PrerequisitesCOMMENT
LOW.claude/skills/ov-debug-matcher-pass/SKILL.md40## Step 1: Verify Debug BuildCOMMENT
LOW.claude/skills/ov-debug-matcher-pass/SKILL.md59## Step 2: Collect Matcher LogsCOMMENT
LOW.claude/skills/ov-debug-matcher-pass/SKILL.md112## Step 3: Analyze the Log — Identify Root CauseCOMMENT
LOW.claude/skills/ov-debug-matcher-pass/SKILL.md183## Step 4: Locate Unit Tests for the TransformationCOMMENT
LOW.claude/skills/ov-debug-matcher-pass/SKILL.md205## Step 5: Add a Reproducer Test CaseCOMMENT
LOW.claude/skills/ov-debug-matcher-pass/SKILL.md285## Step 6: Propose Resolution StrategiesCOMMENT
LOW.claude/skills/ov-ensure-coding-style/SKILL.md10## Step 1: Identify Affected Files and Build TargetsCOMMENT
LOW.claude/skills/ov-ensure-coding-style/SKILL.md26## Step 2: Check, Fix, RepeatCOMMENT
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp13 ov::Core core; // Step 1: create ov::Core objectCODE
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp15 auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp16 //... // Step 3: Prepare inputs/outputsCOMMENT
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp17 //... // Step 4: Set device configurationCOMMENT
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp18 auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp11//... // Step 3: Prepare inputs/outputsCOMMENT
LOWdocs/articles_en/assets/snippets/ov_caching.cpp12//... // Step 4: Set device configurationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_caching.cpp8ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp10auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp13auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp25ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp26auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file pathCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp38ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp40auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file pathCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp90 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp92 auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp109config.insert(ov::cache_encryption_callbacks(encryption_callbacks)); // Step 4: Set device configurationCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp110auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp120 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp66 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp145 ov::cache_mode(ov::CacheMode::OPTIMIZE_SIZE)); // Step 5: Compile modelCODE
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp13 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp15 auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp16 //... // Step 3: Prepare inputs/outputsCOMMENT
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp17 //... // Step 4: Set device configurationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp18 auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWscripts/submodule_update_with_gitee.sh56# Step 0: Check if .gitmodules file exsit, otherwise no submodule update for this repoCOMMENT
LOWscripts/submodule_update_with_gitee.sh59# Step 1: Init git submoduleCOMMENT
LOWscripts/submodule_update_with_gitee.sh62# Step 2: Replacing each submodule URL of the current repository to the mirror repos in giteeCOMMENT
LOWscripts/submodule_update_with_gitee.sh74# Step 3: Getting submodules of the current repository from gitee mirrorsCOMMENT
LOWscripts/submodule_update_with_gitee.sh81# Step 4: Replacing URLs for each sub-submodule. The script runs recursivelyCOMMENT
LOW.github/agents-prototype/transformation.agent.md66### Step 0: Bootstrap ManifestCOMMENT
LOW.github/agents-prototype/transformation.agent.md98### Step 2: Implement the TransformationCOMMENT
LOW.github/agents-prototype/transformation.agent.md118### Step 3: Register in Pass PipelineCOMMENT
LOW.github/agents-prototype/transformation.agent.md131### Step 4: Write TestsCOMMENT
LOW.github/agents-prototype/transformation.agent.md143### Step 5: Record PatchCOMMENT
LOW.github/agents-prototype/verify-implementation.agent.md38### Step 1: Identify Changed ComponentsCOMMENT
LOW.github/agents-prototype/verify-implementation.agent.md96### Step 2: Build Changed TargetsCOMMENT
LOW.github/agents-prototype/verify-implementation.agent.md134### Step 3: Run Unit TestsCOMMENT
LOW.github/agents-prototype/verify-implementation.agent.md179### Step 4: Inference Sanity CheckCOMMENT
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Deep Nesting292 hits · 290 pts
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LOWsetup.py401CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py26CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py85CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py146CODE
LOWtools/benchmark_tool/openvino/tools/benchmark/main.py285CODE
LOW…ol/openvino/tools/benchmark/utils/statistics_report.py84CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py51CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py91CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py146CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py217CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py285CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py323CODE
LOW…_tool/openvino/tools/benchmark/utils/inputs_filling.py404CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py97CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py298CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py381CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py465CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py496CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py523CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py541CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py635CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py742CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py761CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py802CODE
LOW…benchmark_tool/openvino/tools/benchmark/utils/utils.py823CODE
LOWtools/commit_slider/utils/subscription.py12CODE
LOWtools/commit_slider/utils/modes.py319CODE
LOWtools/commit_slider/utils/modes.py786CODE
LOWtools/commit_slider/utils/common_mode.py46CODE
LOWtools/commit_slider/utils/common_mode.py242CODE
LOWtools/commit_slider/utils/helpers.py189CODE
LOWtools/commit_slider/utils/helpers.py307CODE
LOWtools/commit_slider/utils/helpers.py499CODE
LOWtools/commit_slider/utils/helpers.py572CODE
LOWtools/commit_slider/utils/helpers.py790CODE
LOWtools/commit_slider/utils/helpers.py812CODE
LOWtools/commit_slider/utils/helpers.py201CODE
LOWtools/commit_slider/utils/cfg_manager.py25CODE
LOWtools/commit_slider/utils/templates/common.py32CODE
LOW…ls/commit_slider/utils/templates/broken_compilation.py10CODE
LOWtools/ovc/unit_tests/ovc/convert/meta_data_test.py18CODE
LOWtools/ovc/unit_tests/ovc/convert/meta_data_test.py65CODE
LOW…ls/ovc/unit_tests/ovc/convert/meta_data_test_actual.py18CODE
LOWtools/ovc/openvino/tools/ovc/convert_impl.py430CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py24CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py76CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py205CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py285CODE
LOWtools/ovc/openvino/tools/ovc/cli_parser.py488CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py24CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py117CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py179CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py312CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py337CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py419CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py80CODE
LOW…ols/ovc/openvino/tools/ovc/moc_frontend/shape_utils.py11CODE
LOW…ols/ovc/openvino/tools/ovc/moc_frontend/shape_utils.py51CODE
LOWtools/ovc/openvino/tools/ovc/moc_frontend/extractor.py153CODE
LOW…envino/tools/ovc/moc_frontend/paddle_frontend_utils.py38CODE
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Hallucination Indicators25 hits · 255 pts
SeverityFileLineSnippetContext
CRITICAL…tensorflow_lite_tests/test_tfl_QuantizeMultiOutputs.py48 converter = tf.compat.v1.lite.TFLiteConverter.from_session(sess, input_tensors, output_tensors)CODE
CRITICALtests/layer_tests/common/utils/tflite_utils.py76 converter = tf.compat.v1.lite.TFLiteConverter.from_frozen_graph(pb_model, inputs, outputs)CODE
CRITICALtests/layer_tests/common/utils/tflite_utils.py122 converter = tf.compat.v1.lite.TFLiteConverter.from_saved_model(savedmodel)CODE
CRITICALtests/e2e_tests/common/ref_collector/score_tf.py252 meta_graph_def = tf.compat.v1.saved_model.loader.load(sess, tags, self.model)CODE
CRITICALdocs/sphinx_setup/_static/js/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALdocs/sphinx_setup/_static/js/graphs.js532 const items = chart.options.plugins.legend.labels.generateLabels(chart);CODE
CRITICAL…ite/tests/test_models/gen_scripts/generate_2in_2out.py46converter = tf.compat.v1.lite.TFLiteConverter.from_frozen_graph(os.path.join(path_to_model_dir, tf_file_name), inputs, oCODE
CRITICALsrc/bindings/python/tests/test_utils/test_utils.py11from tests.utils.helpers import compare_models, get_relu_model, create_filenames_for_irCODE
CRITICAL…bindings/python/tests/test_utils/test_data_dispatch.py10from tests.utils.helpers import generate_add_compiled_model, generate_relu_compiled_modelCODE
CRITICALsrc/bindings/python/tests/test_runtime/test_tensor.py18from tests.utils.helpers import generate_image, generate_relu_compiled_modelCODE
CRITICAL…gs/python/tests/test_runtime/test_output_const_node.py21from tests.utils.helpers import get_relu_modelCODE
CRITICAL…/bindings/python/tests/test_runtime/test_input_node.py12from tests.utils.helpers import get_relu_modelCODE
CRITICAL…/bindings/python/tests/test_runtime/test_remote_api.py12from tests.utils.helpers import get_relu_modelCODE
CRITICALsrc/bindings/python/tests/test_runtime/test_stateful.py17from tests.utils.helpers import generate_model_with_memoryCODE
CRITICAL…indings/python/tests/test_runtime/test_memory_modes.py11from tests.utils.helpers import generate_imageCODE
CRITICAL…/bindings/python/tests/test_runtime/test_properties.py634 from tests.utils.helpers import generate_add_modelCODE
CRITICALsrc/bindings/python/tests/test_graph/test_basic.py29from tests.utils.helpers import generate_model_with_memoryCODE
CRITICALsrc/bindings/python/tests/test_graph/test_custom_op.py16from tests.utils.helpers import create_filenames_for_ir, compare_modelsCODE
CRITICAL…ndings/python/tests/test_graph/test_tensor_iterator.py16from tests.utils.helpers import compare_modelsCODE
CRITICALsrc/bindings/python/tests/test_graph/test_loop.py17from tests.utils.helpers import compare_modelsCODE
CRITICALsrc/bindings/python/tests/test_graph/test_manager.py15from tests.utils.helpers import create_filenames_for_ir, compare_modelsCODE
CRITICALsrc/bindings/python/tests/test_graph/test_if.py12from tests.utils.helpers import compare_modelsCODE
CRITICAL…/python/tests/test_transformations/test_compression.py10from tests.utils.helpers import create_filenames_for_irCODE
CRITICAL…ts/test_transformations/test_public_transformations.py20from tests.utils.helpers import create_filenames_for_ir, compare_modelsCODE
CRITICAL…/python/tests/test_transformations/test_offline_api.py21from tests.utils.helpers import create_filenames_for_ir, compare_models, _compare_modelsCODE
Verbosity Indicators136 hits · 241 pts
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LOWtests/conditional_compilation/conftest.py247 # Step 1: downloaderCOMMENT
LOWtests/conditional_compilation/conftest.py261 # Step 2: converterCOMMENT
LOWtests/conditional_compilation/conftest.py274 # Step 3: info_dumperCOMMENT
LOWtests/conditional_compilation/conftest.py283 # Step 4: form model_pathCOMMENT
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp13 ov::Core core; // Step 1: create ov::Core objectCODE
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp15 auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp16 //... // Step 3: Prepare inputs/outputsCOMMENT
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp17 //... // Step 4: Set device configurationCOMMENT
LOW…en/assets/snippets/ov_sparse_weights_decompression.cpp18 auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp11//... // Step 3: Prepare inputs/outputsCOMMENT
LOWdocs/articles_en/assets/snippets/ov_caching.cpp12//... // Step 4: Set device configurationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_caching.cpp8ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp10auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp13auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp25ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp26auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file pathCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp38ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp40auto compiled = core.compile_model(modelPath, device, config); // Step 2: Compile model by file pathCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp90 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp92 auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp109config.insert(ov::cache_encryption_callbacks(encryption_callbacks)); // Step 4: Set device configurationCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp110auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp120 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp66 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_caching.cpp145 ov::cache_mode(ov::CacheMode::OPTIMIZE_SIZE)); // Step 5: Compile modelCODE
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp13 ov::Core core; // Step 1: create ov::Core objectCODE
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp15 auto model = core.read_model(modelPath); // Step 2: Read ModelCODE
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp16 //... // Step 3: Prepare inputs/outputsCOMMENT
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp17 //... // Step 4: Set device configurationCOMMENT
LOWdocs/articles_en/assets/snippets/ov_denormals.cpp18 auto compiled = core.compile_model(model, device, config); // Step 5: LoadNetworkCODE
LOWscripts/submodule_update_with_gitee.sh56# Step 0: Check if .gitmodules file exsit, otherwise no submodule update for this repoCOMMENT
LOWscripts/submodule_update_with_gitee.sh59# Step 1: Init git submoduleCOMMENT
LOWscripts/submodule_update_with_gitee.sh62# Step 2: Replacing each submodule URL of the current repository to the mirror repos in giteeCOMMENT
LOWscripts/submodule_update_with_gitee.sh74# Step 3: Getting submodules of the current repository from gitee mirrorsCOMMENT
LOWscripts/submodule_update_with_gitee.sh81# Step 4: Replacing URLs for each sub-submodule. The script runs recursivelyCOMMENT
LOWsrc/core/tests/reference/paged_cache_manager.cpp1466 // Step 1: prompt with 4 tokens per sequence (12 total), fills all 6 blocksCOMMENT
LOWsrc/core/tests/reference/paged_cache_manager.cpp1574 // Step 2: seq 0 adds 1 token, forcing eviction (all 6 blocks used)COMMENT
LOW…erence/include/openvino/reference/nms_rotated_util.hpp155 // Step 1:COMMENT
LOW…erence/include/openvino/reference/nms_rotated_util.hpp167 // Step 2:COMMENT
LOW…erence/include/openvino/reference/nms_rotated_util.hpp176 // Step 3:COMMENT
LOW…erence/include/openvino/reference/nms_rotated_util.hpp198 // Step 4:COMMENT
LOW…erence/include/openvino/reference/nms_rotated_util.hpp214 // Step 5:COMMENT
LOW…/core/reference/include/openvino/reference/one_hot.hpp24 // Step 1: Set off_value to the output.COMMENT
LOW…/core/reference/include/openvino/reference/one_hot.hpp34 // Step 2: Write on_value at needed positionsCOMMENT
LOW…subgraph_tests/src/x64/powerstatic_bf16_saturation.cpp143 // Step 1: concat_result * 1.0 = concat_result (bf16 after precision conversion)COMMENT
LOW…subgraph_tests/src/x64/powerstatic_bf16_saturation.cpp144 // Step 2: 1.0 - multiply_resultCOMMENT
LOW…subgraph_tests/src/x64/powerstatic_bf16_saturation.cpp145 // Step 3: (1.0 - multiply_result) * (-3.40282e+38)COMMENT
LOWsrc/plugins/intel_cpu/src/nodes/non_max_suppression.cpp675 // Step 1:COMMENT
LOWsrc/plugins/intel_cpu/src/nodes/non_max_suppression.cpp687 // Step 2:COMMENT
LOWsrc/plugins/intel_cpu/src/nodes/non_max_suppression.cpp696 // Step 3:COMMENT
LOWsrc/plugins/intel_cpu/src/nodes/non_max_suppression.cpp717 // Step 4:COMMENT
LOWsrc/plugins/intel_cpu/src/nodes/non_max_suppression.cpp733 // Step 5:COMMENT
LOW…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp83 // Step 1: norm + sign-flip + normalize into ws.COMMENT
LOW…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp87 // Step 2: WHT in-place. Unscaled butterfly; |buf|² = dim after.COMMENT
LOW…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp90 // Step 3: quantize + pack directly to output.COMMENT
LOW…c/nodes/kernels/scaled_attn/codecs/turboq_quantize.cpp125 // Step 4: store norm (optionally corrected so ||dequant|| == ||src||).COMMENT
LOW…c/nodes/kernels/scaled_attn/codecs/turboq_rotation.hpp55 // Step 1: element-wise multiply by signsCOMMENT
LOW…c/nodes/kernels/scaled_attn/codecs/turboq_rotation.hpp59 // Step 2: in-place WHTCOMMENT
LOW…c/nodes/kernels/scaled_attn/codecs/turboq_rotation.hpp61 // Step 3: normalize by 1/sqrt(dim)COMMENT
LOW…ns/intel_cpu/src/nodes/common/tile_broadcast_utils.cpp258// Step 1: Get the binary format of the number NCOMMENT
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Cross-File Repetition41 hits · 205 pts
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HIGHtests/time_tests/test_runner/conftest.py0pytest hook for test generation. generate parameterized tests from discovered modules and test config parameters.STRING
HIGH…sts/e2e_tests/common/plugins/reshape_tests/conftest.py0pytest hook for test generation. generate parameterized tests from discovered modules and test config parameters.STRING
HIGHtests/e2e_tests/common/plugins/e2e_test/conftest.py0pytest hook for test generation. generate parameterized tests from discovered modules and test config parameters.STRING
HIGH…/layer_tests/pytorch_tests/pytorch_layer_test_class.py0:param enabled_transforms/disabled_transforms: string with idxs of transforms that should be enabled/disabled. example: STRING
HIGHtests/layer_tests/common/layer_test_class.py0:param enabled_transforms/disabled_transforms: string with idxs of transforms that should be enabled/disabled. example: STRING
HIGHtests/layer_tests/jax_tests/jax_layer_test_class.py0: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.py0:param ie_device: list of devices :param precision: list of precisionsSTRING
HIGHtests/layer_tests/common/layer_test_class.py0:param ie_device: list of devices :param precision: list of precisionsSTRING
HIGHtests/layer_tests/jax_tests/jax_layer_test_class.py0:param ie_device: list of devices :param precision: list of precisionsSTRING
HIGHtests/layer_tests/common/utils/multiprocessing_utils.py0wraps callable object with exception handling. current wrapper is a target for `multiprocessing_run` function :param funSTRING
HIGHtests/e2e_tests/common/multiprocessing_utils.py0wraps callable object with exception handling. current wrapper is a target for `multiprocessing_run` function :param funSTRING
HIGH…l_hub_tests/models_hub_common/multiprocessing_utils.py0wraps callable object with exception handling. current wrapper is a target for `multiprocessing_run` function :param funSTRING
HIGHtests/layer_tests/common/utils/multiprocessing_utils.py0wraps callable object to a separate process using multiprocessing module :param func: callable object :param func_args: STRING
HIGHtests/e2e_tests/common/multiprocessing_utils.py0wraps 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.py0wraps callable object to a separate process using multiprocessing module :param func: callable object :param func_args: STRING
HIGHtests/layer_tests/common/utils/multiprocessing_utils.py0map multiprocessing exitcode to signals from "signal" module :param exitcode: multiprocessing exitcode :return: signal fSTRING
HIGHtests/e2e_tests/common/multiprocessing_utils.py0map multiprocessing exitcode to signals from "signal" module :param exitcode: multiprocessing exitcode :return: signal fSTRING
HIGH…l_hub_tests/models_hub_common/multiprocessing_utils.py0map multiprocessing exitcode to signals from "signal" module :param exitcode: multiprocessing exitcode :return: signal fSTRING
HIGHtests/e2e_tests/test_utils/coverage_runner.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…ts/smoke_tests/test_hello_nv12_input_classification.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…samples_tests/smoke_tests/test_hello_classification.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…ts/samples_tests/smoke_tests/test_hello_reshape_ssd.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…s/samples_tests/smoke_tests/test_hello_query_device.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…_tests/smoke_tests/test_classification_sample_async.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGHtests/samples_tests/smoke_tests/test_benchmark_app.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…s_tests/smoke_tests/common/specific_samples_parsers.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGHtests/samples_tests/smoke_tests/common/common_utils.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…_tests/smoke_tests/common/samples_common_test_class.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…amples_tests/smoke_tests/test_model_creation_sample.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGHtests/samples_tests/smoke_tests/test_sync_benchmark.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGH…samples_tests/smoke_tests/test_throughput_benchmark.py0copyright (c) 2018-2026 intel corporation licensed under the apache license, version 2.0 (the 'license'); you may not usSTRING
HIGHsrc/bindings/python/src/openvino/opset1/ops.py0return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with boSTRING
HIGHsrc/bindings/python/src/openvino/opset9/ops.py0return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with boSTRING
HIGHsrc/bindings/python/src/openvino/opset5/ops.py0return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with boSTRING
HIGHsrc/bindings/python/src/openvino/opset4/ops.py0return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with boSTRING
HIGHsrc/bindings/python/src/openvino/opset3/ops.py0return a node which performs nonmaxsuppression. :param boxes: tensor with box coordinates. :param scores: tensor with boSTRING
HIGHsrc/bindings/python/src/openvino/frontend/__init__.py0package: openvino low level wrappers for the frontend c++ api.STRING
HIGH…bindings/python/src/openvino/frontend/onnx/__init__.py0package: openvino low level wrappers for the frontend c++ api.STRING
HIGH…ndings/python/src/openvino/frontend/paddle/__init__.py0package: openvino low level wrappers for the frontend c++ api.STRING
HIGH…gs/python/src/openvino/frontend/tensorflow/__init__.py0package: openvino low level wrappers for the frontend c++ api.STRING
HIGH…/bindings/python/src/openvino/frontend/jax/__init__.py0package: openvino low level wrappers for the frontend c++ api.STRING
Excessive Try-Catch Wrapping148 hits · 185 pts
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LOWtools/benchmark_tool/openvino/tools/benchmark/main.py760 except Exception as e:CODE
LOWtools/commit_slider/commit_slider.py107 except Exception:CODE
LOW…c/unit_tests/moc_tf_fe/conversion_basic_models_test.py18 except Exception as ex:CODE
LOWtools/ovc/openvino/tools/ovc/convert_impl.py220 except Exception as e:CODE
LOWtools/ovc/openvino/tools/ovc/convert_impl.py561 except Exception as e:CODE
MEDIUMtools/ovc/openvino/tools/ovc/convert_impl.py162def filtered_extensions(extensions):CODE
LOWtools/ovc/openvino/tools/ovc/utils.py31 except Exception:CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py123 except Exception as e:CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py218 except Exception:CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py221 except Exception:CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py249 except Exception:CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py269 except Exception:CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py279 except Exception:CODE
LOW…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py340 except Exception as e:CODE
MEDIUM…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py117def get_pytorch_decoder(model, example_inputs, args):CODE
MEDIUM…nvino/tools/ovc/moc_frontend/pytorch_frontend_utils.py337def extract_input_info_from_example(args, inputs):CODE
LOW…vino/tools/ovc/moc_frontend/offline_transformations.py75 except Exception as e:CODE
MEDIUM…vino/tools/ovc/moc_frontend/offline_transformations.py62def get_available_transformations():CODE
LOW…/openvino/tools/ovc/moc_frontend/jax_frontend_utils.py10 except Exception as e:CODE
MEDIUM…/openvino/tools/ovc/moc_frontend/jax_frontend_utils.py7def get_jax_decoder(model, args):CODE
LOWtests/stress_tests/scripts/memcheck_upload.py209 except Exception as e:CODE
LOWtests/stress_tests/scripts/run_memcheck.py204 except Exception as ex:CODE
MEDIUM…/layer_tests/pytorch_tests/pytorch_layer_test_class.py285 print(f"An error occurred: {e}. Retrying...")CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py92 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py108 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py153 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py169 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py185 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py223 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py273 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py289 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py305 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py380 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py396 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py412 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py428 except Exception:CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py73 except Exception:CODE
MEDIUM…sts/py_frontend_tests/test_torchvision_preprocessor.py41 print(f"An error occurred: {e}. Retrying...")CODE
LOWtests/memory_tests/tools/run_tests.py134 except Exception as ex:CODE
MEDIUMtests/memory_tests/tools/run_tests.py135 print(f"Error: {ex}; tries left: {tries}")CODE
LOWtests/memory_tests/tools/run_tests.py379 except Exception as ex:CODE
MEDIUMtests/memory_tests/tools/run_tests.py295def detect_report_metadata(self):CODE
LOWtests/e2e_tests/test_base.py109 except Exception as ex:CODE
LOWtests/e2e_tests/test_base.py156 except Exception as ex:CODE
MEDIUMtests/e2e_tests/test_base.py152def test_run(instance, pregen_irs, record_property, prepare_test_info, copy_inpuCODE
LOWtests/e2e_tests/test_utils/path_utils.py173 except Exception as e:CODE
LOWtests/e2e_tests/common/sys_info_utils.py245 except Exception: # pylint: disable=broad-exceptCODE
LOWtests/e2e_tests/common/plugins/ref_collect/conftest.py43 except Exception as e:CODE
LOW…sts/e2e_tests/common/plugins/reshape_tests/conftest.py126 except Exception as e:CODE
LOWtests/e2e_tests/common/plugins/common/base_conftest.py76 except Exception as e:CODE
LOWtests/e2e_tests/common/plugins/e2e_test/conftest.py219 except Exception as e:CODE
LOWtests/e2e_tests/common/ref_collector/score_pytorch.py361 except Exception as e:CODE
LOW…ts/e2e_tests/common/model_loader/load_pytorch_model.py34 except Exception as err:CODE
LOW…sts/performance_tests/test_tf_hub_performance_model.py46 except Exception:CODE
LOW…hub_tests/transformation_tests/test_transformations.py111 except Exception as e:CODE
LOW…hub_tests/transformation_tests/test_transformations.py147 except Exception as e:CODE
MEDIUM…hub_tests/transformation_tests/test_transformations.py86def run_test(model_id, ie_device, ts_names, expected_layer_types):CODE
LOWtests/model_hub_tests/models_hub_common/utils.py117 except Exception as e:CODE
LOWtests/model_hub_tests/tensorflow/test_tf_read_model.py125 except Exception as e:CODE
LOW…ts/model_hub_tests/tensorflow/test_tf_convert_model.py150 except Exception as e:CODE
88 more matches not shown…
AI Slop Vocabulary22 hits · 58 pts
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LOWtools/commit_slider/utils/modes.py813 # so, we just set up path to cache folderCOMMENT
MEDIUMtests/layer_tests/jax_tests/jax_layer_test_class.py170 # probably, we do not utilize some meta info from tf.functionCOMMENT
MEDIUMtests/e2e_tests/pipelines/tf_hub/nightly.yml508logit_reconstruction/robust,https://tfhub.dev/google/logit_reconstruction/robust/1?tf-hub-format=compressedCODE
MEDIUMtests/e2e_tests/pipelines/tf_hub/nightly.yml584wav2vec2-robust,https://tfhub.dev/vasudevgupta7/wav2vec2-robust/1?tf-hub-format=compressedCODE
LOWtests/model_hub_tests/pytorch/test_detectron2.py60 inference = None # assume that we just call the model directlyCODE
MEDIUM…etup/_static/selector-tool/assets/selector-oxnzcw97.js4In order to be iterable, non-array objects must have a [Symbol.iterator]() method.`)}function yh(o){return Wf(o)||vh(o)|CODE
MEDIUM…etup/_static/selector-tool/assets/selector-oxnzcw97.js4In order to be iterable, non-array objects must have a [Symbol.iterator]() method.`)}function yh(o){return Wf(o)||vh(o)|CODE
MEDIUMsrc/plugins/intel_cpu/src/nodes/scaled_attn.cpp1594 // 3, using dot product can leverage the SIMD while easily adapt to indirect kv cacheCOMMENT
MEDIUM…/plugins/intel_gpu/src/graph/impls/ocl/arg_max_min.cpp88 // However, here we utilize output_layout and axis information to minimize mem_lock.COMMENT
MEDIUMsrc/plugins/intel_gpu/src/plugin/plugin.cpp448 // This is a temporary solution. A more robust solution will be implemented in future.COMMENT
MEDIUM…u/src/plugin/transformations/fuse_atan2_decomposed.cpp58 // fingerprint robust to constant folding of the special-case chain).COMMENT
MEDIUM…ernel_selector/kernels/eltwise/eltwise_kernel_base.cpp94 // well, but in reality more robust solution will be needed or (better) - assumption that types are not promoted. SoCOMMENT
MEDIUM…/intel_npu/src/plugin/npuw/just_sync_infer_request.cpp16#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dimCOMMENT
MEDIUM…/intel_npu/src/plugin/npuw/just_sync_infer_request.cpp16#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dimCOMMENT
MEDIUM…/intel_npu/src/plugin/npuw/base_sync_infer_request.cpp12#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dimCOMMENT
MEDIUM…/intel_npu/src/plugin/npuw/base_sync_infer_request.cpp12#include "infer_request_utils.hpp" // to utilize copy_tensor_by_dimCOMMENT
MEDIUM…ntel_npu/src/plugin/npuw/partitioning/partitioning.cpp1864 // Hence, the logic is not robust enough and should be generalizedCOMMENT
MEDIUM…ts/test_models/gen_scripts/generate_deformable_conv.py92 # Save inputs in order of OpenVINO model, to facilitate Fuzzy test,COMMENT
MEDIUM…/frontends/paddle/tests/test_models/gen_scripts/nms.py112 # Save inputs in order of OpenVINO model, to facilitate Fuzzy test,COMMENT
MEDIUM…dle/tests/test_models/gen_scripts/generate_yolo_box.py37 # Save inputs in order of OpenVINO model, to facilitate Fuzzy test,COMMENT
MEDIUM…st_models/gen_scripts/generate_generate_proposal_v2.py65 # Save inputs in order of OpenVINO model, to facilitate Fuzzy test,COMMENT
MEDIUM…ommon_test_utils/include/common_test_utils/matcher.hpp10// this is for more nuanced testingCOMMENT
AI Structural Patterns58 hits · 56 pts
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LOWtests/layer_tests/pytorch_tests/test_split_amax.py27CODE
LOWtests/layer_tests/pytorch_tests/test_split_amax.py86CODE
LOWtests/layer_tests/pytorch_tests/test_split_amax.py115CODE
LOWtests/layer_tests/pytorch_tests/test_split_amax.py144CODE
LOWtests/layer_tests/pytorch_tests/test_split_amax.py173CODE
LOW…ts/layer_tests/pytorch_tests/test_getitem_oob_index.py338CODE
LOWtests/layer_tests/pytorch_tests/test_complex.py37CODE
LOWtests/layer_tests/pytorch_tests/test_angle.py29CODE
LOWtests/layer_tests/ovc_python_api_tests/test_pytorch.py1297CODE
LOW…sts/py_frontend_tests/test_torchvision_preprocessor.py29CODE
LOWtests/layer_tests/tensorflow_tests/test_tf_While.py158CODE
LOWtests/layer_tests/common/onnx_layer_test_class.py43CODE
LOWtests/layer_tests/common/tf2_layer_test_class.py46CODE
LOWtests/layer_tests/jax_tests/test_negative.py30CODE
LOWtests/layer_tests/jax_tests/test_transpose.py22CODE
LOWtests/layer_tests/jax_tests/test_reduce_window_max.py29CODE
LOWtests/layer_tests/jax_tests/test_reshape.py22CODE
LOWtests/layer_tests/jax_tests/test_reshape.py58CODE
LOW…sts/layer_tests/jax_tests/test_conv_general_dilated.py27CODE
LOWtests/layer_tests/jax_tests/test_reduce_window_sum.py29CODE
LOWtests/layer_tests/jax_tests/test_broadcast_in_dim.py22CODE
LOWtests/layer_tests/jax_tests/test_dot_general.py24CODE
LOWtests/layer_tests/jax_tests/test_rsqrt.py22CODE
LOWtests/layer_tests/jax_tests/test_slice.py22CODE
LOWtests/layer_tests/jax_tests/test_slice.py56CODE
LOWtests/layer_tests/jax_tests/test_argmax.py38CODE
LOWtests/layer_tests/jax_tests/test_squeeze.py22CODE
LOW…ests/pipelines/pipeline_templates/preproc_templates.py10CODE
LOW…ines/pipeline_templates/collect_reference_templates.py42CODE
LOW…pipelines/pipeline_templates/model_loader_templates.py4CODE
LOW…peline_templates/pytorch_to_onnx_converter_template.py4CODE
LOW…s/pipelines/pipeline_templates/comparators_template.py31CODE
LOWtests/e2e_tests/common/hook_utils.py86CODE
LOW…s/e2e_tests/common/ref_collector/score_onnx_runtime.py70CODE
LOWtests/samples_tests/smoke_tests/test_benchmark_app.py45CODE
LOW…ticles_en/assets/snippets/torchvision_preprocessing.py29CODE
LOW.github/actions/smart-ci/smart_ci.py89CODE
LOW…gregate-average-counters/aggregate-average-counters.py37CODE
LOW…/test_models/gen_scripts/generate_malformed_indices.py24CODE
LOW…ts/test_models/gen_scripts/generate_deformable_conv.py128CODE
LOW…le/tests/test_models/gen_scripts/generate_box_coder.py95CODE
LOW…le/tests/test_models/gen_scripts/generate_box_coder.py110CODE
LOW…le/tests/test_models/gen_scripts/generate_embedding.py59CODE
LOW…els/gen_scripts/generate_tf1_if_with_nonexistent_op.py20CODE
LOW…els/gen_scripts/generate_tf1_if_with_nonexistent_op.py26CODE
LOW…functional_test_utils/layer_tests_summary/summarize.py243CODE
LOWsrc/bindings/python/src/openvino/opset1/ops.py549CODE
LOWsrc/bindings/python/src/openvino/opset8/ops.py131CODE
LOWsrc/bindings/python/src/openvino/opset8/ops.py189CODE
LOW…ngs/python/src/openvino/frontend/pytorch/ts_decoder.py41CODE
LOW…n/src/openvino/frontend/pytorch/torchdynamo/backend.py129CODE
LOW…n/src/openvino/frontend/pytorch/torchdynamo/backend.py89CODE
LOW…n/src/openvino/frontend/pytorch/torchdynamo/execute.py76CODE
LOWsrc/bindings/python/src/openvino/opset9/ops.py54CODE
LOWsrc/bindings/python/src/openvino/opset9/ops.py209CODE
LOWsrc/bindings/python/src/openvino/opset10/ops.py25CODE
LOWsrc/bindings/python/src/openvino/opset11/ops.py23CODE
LOWsrc/bindings/python/src/openvino/opset5/ops.py100CODE
Fake / Example Data29 hits · 34 pts
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LOWtools/commit_slider/tests/commit_slider_test.py298 "placeholder": "commitHash1",CODE
LOWtools/commit_slider/tests/commit_slider_test.py306 "placeholder": "commitHash2",CODE
LOWtools/commit_slider/tests/commit_slider_test.py385 "placeholder": "pathOne",CODE
LOWtools/commit_slider/tests/commit_slider_test.py393 "placeholder": "pathTwo",CODE
LOWtools/commit_slider/tests/commit_slider_test.py431 "placeholder": "not updated"CODE
LOWtools/commit_slider/tests/commit_slider_test.py435 deepMapUpdate(cfg, ["path", "to", "placeholder"], "updated")CODE
LOWtools/commit_slider/tests/commit_slider_test.py437 cfg["path"]["to"]["placeholder"],CODE
LOWtools/commit_slider/utils/cfg.json140 "placeholder": "placeholder",CODE
LOWtools/commit_slider/utils/helpers.py926 rule["placeholder"],CODE
LOWtools/commit_slider/utils/helpers.py941 "placeholder": placeholder,CODE
LOWtools/commit_slider/utils/cfg_samples/AC_for_CI.json43 "placeholder":"precommitPath",CODE
LOWtools/commit_slider/utils/cfg_samples/AC_for_CI.json51 "placeholder":"wheelVersion",CODE
LOWtools/commit_slider/utils/cfg_samples/AC_for_CI.json59 "placeholder":"appCmd",CODE
LOWtools/commit_slider/utils/cfg_samples/AC_for_CI.json67 "placeholder":"toolPath",CODE
LOWtools/commit_slider/utils/cfg_samples/e2e_for_CI.json43 "placeholder":"precommitPath",CODE
LOWtools/commit_slider/utils/cfg_samples/e2e_for_CI.json51 "placeholder":"wheelVersion",CODE
LOWtools/commit_slider/utils/cfg_samples/llm_bench.json47 "placeholder":"precommitPath",CODE
LOWtools/commit_slider/utils/cfg_samples/llm_bench.json55 "placeholder":"wheelVersion",CODE
LOWsrc/core/tests/shared_buffer.cpp181 char dummy_data[10] = "test";CODE
LOWsrc/core/tests/shared_buffer.cpp185 SharedStreamBuffer buffer(dummy_data, large_size);CODE
LOW…core/reference/include/openvino/reference/max_pool.hpp93 // 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.hpp61 // select max elem and its index for each "placeholder" in the out buffer (pointed to by out_idx)COMMENT
LOWsrc/plugins/intel_gpu/src/plugin/compiled_model.cpp166 std::string fake_name;CODE
LOWsrc/plugins/intel_gpu/src/plugin/compiled_model.cpp167 ib >> fake_name;CODE
LOWsrc/plugins/intel_gpu/src/plugin/compiled_model.cpp182 fake_param->set_friendly_name(fake_name);CODE
LOW…ransformations/op_conversions/einsum_decomposition.cpp267 // 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.py196 if value.op == "placeholder":CODE
LOW…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py551 if node.op in {"placeholder", "output"}:CODE
LOW…src/openvino/frontend/pytorch/torchdynamo/partition.py58 elif node.op != "placeholder" and node.op != "output":CODE
Cross-Language Confusion5 hits · 32 pts
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HIGH…s/tensorflow_lite_tests/test_tfl_StableHLOComposite.py130 # Buffers: [0]=null, [1]=input (empty), [2]=gamma weights, [3]=output (empty)COMMENT
HIGHtests/e2e_tests/common/comparator/eltwise.py79 # In case when there are zeros in data and/or ref tensors, rel error is undefined,COMMENT
HIGHtests/e2e_tests/common/comparator/eltwise.py108 # 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.py129 images.push(images_to_build, missing_only)CODE
HIGH.github/actions/handle_docker/images_api.py140 image.push(self.dry_run)CODE
TODO Padding20 hits · 29 pts
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LOWtests/stress_tests/common/utils.cpp126 // TODO: implement run in separate process by using WinAPICOMMENT
LOWtests/stress_tests/common/managers/thread_manager.h19 // TODO: implement run_task function according to wait_taskCOMMENT
LOWtests/stress_tests/common/managers/task_manager.h87 virtual void wait_task(int task_index) = 0; // TODO: implement for run_sequentiallyCODE
LOWtests/layer_tests/tensorflow_tests/test_tf_Sub.py35 # TODO: implement tests for 2 Consts + SubCOMMENT
LOWtests/layer_tests/tensorflow_tests/test_tf_Mul.py32 # TODO: implement tests for 2 Consts + MulCOMMENT
LOWtests/layer_tests/tensorflow_tests/test_tf_Add.py30 # TODO: implement tests for 2 Consts + AddCOMMENT
LOWtests/layer_tests/tensorflow_tests/test_tf_FloorDiv.py47 # TODO: implement tests for 2 Consts + AddCOMMENT
LOWthirdparty/itt_collector/runtool/sea_runtool.py1454 lane = self.process(pid).thread(tid).lane(kind) #TODO: implement proper lane framesCODE
LOWsrc/core/tests/type_prop/binary_convolution.cpp230 // TODO: Add test with check filters element type once u1 is supported in OpenVINO Python APICOMMENT
LOWsrc/core/reference/src/op/einsum.cpp26 // TODO: implement algorithm for finding (pseudo-)optimal einsum_pathCOMMENT
LOW…plugins/intel_cpu/src/nodes/kernels/x64/jit_kernel.hpp552 // TODO: implement vector arithmeticCOMMENT
LOW…ntel_cpu/src/nodes/kernels/scaled_attn/executor_pa.cpp2759 // TODO: implement u4/u8COMMENT
LOW…_gpu/tests/unit/module_tests/sycl/sycl_events_test.cpp30// TODO: Add tests when create_user_event(false) is implementedCOMMENT
LOW…_gpu/tests/unit/module_tests/sycl/sycl_events_test.cpp43// TODO: Add test when create_user_event(false) is implementedCOMMENT
LOWsrc/plugins/intel_gpu/src/graph/program.cpp90// TODO: implement self-registration for implsCOMMENT
LOW…pu/src/plugin/transformations/einsum_decomposition.cpp36 // TODO: implement algorithm for finding (pseudo-)optimal einsum_pathCOMMENT
LOWsrc/plugins/intel_gpu/src/kernel_selector/jitter.cpp497 // TODO: implement support of non-default layouts with 4 channelsCOMMENT
LOWsrc/plugins/intel_gpu/src/kernel_selector/jitter.cpp580 // TODO: implement support of non-default layouts with 5 channelsCOMMENT
LOWsrc/frontends/onnx/frontend/src/onnx_framework_node.hpp64 // TODO: implement reading as well, now it work for serialization onlyCOMMENT
LOW…ransformations/op_conversions/einsum_decomposition.cpp55 // TODO: implement algorithm for finding (pseudo-)optimal einsum_pathCOMMENT
Redundant / Tautological Comments14 hits · 21 pts
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LOWtools/benchmark_tool/openvino/tools/benchmark/main.py312 # Set nstreams to default value auto if no nstreams specified from cmd line.COMMENT
LOW…/layer_tests/pytorch_tests/pytorch_layer_test_class.py541 # Check if output data types matchCOMMENT
LOW…_tests/transformation_tests/test_moe_transformation.py34 # Check if this MatMul has a 3D constant weight (indicating fused experts)COMMENT
LOWdocs/scripts/tests/validate_benchmarks.py43 # Check if the JSON data is a list of objectsCOMMENT
LOWdocs/articles_en/assets/snippets/ov_dynamic_shapes.py34# Print output partial shapeCOMMENT
LOW.github/scripts/workflow_rerun/rerunner.py130 # Check if the run has already been retriggeredSTRING
LOW…ntends/onnx/tests/tests_python/model_zoo_preprocess.sh108 # Check if ONNX Model Zoo directory consists of proper git repoCOMMENT
LOWsrc/bindings/python/tests/test_runtime/test_ovdict.py156 # Check if returned names are tuple with one default name setCOMMENT
LOWsrc/bindings/python/tests/test_graph/test_affix_ops.py49 # Check if node was created correctlyCOMMENT
LOWsrc/bindings/python/tests/test_graph/test_affix_ops.py102 # Check if node was created correctlyCOMMENT
LOWsrc/bindings/python/tests/test_graph/test_affix_ops.py142 # Check if node was created correctlyCOMMENT
LOW…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py235 # Check if this is a higher-order operation that needs special tuple handlingCOMMENT
LOW…n/src/openvino/frontend/pytorch/torchdynamo/backend.py79 # Check if the model was fully supported and already cachedCOMMENT
LOW…n/src/openvino/frontend/pytorch/torchdynamo/backend.py118 # Check if the model is fully supported.COMMENT
Synthetic Comment Markers2 hits · 15 pts
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HIGHsrc/plugins/intel_gpu/src/plugin/sync_infer_request.cpp400 // wait for completion & collect outputs as requested by the modelCOMMENT
HIGHsrc/inference/src/dev/core_impl.cpp737 // Check that device plugin name is the same as requested for HW pluginsCOMMENT
Modern Structural Boilerplate11 hits · 11 pts
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LOWtests/llm/accuracy_conformance.py19logger = logging.getLogger(__name__)CODE
LOWtests/layer_tests/common/utils/common_utils.py13logger = logging.getLogger(__name__)CODE
LOW…_sphinx_theme/openvino_sphinx_theme/directives/code.py11logger = logging.getLogger(__name__)CODE
LOWsrc/frontends/onnx/tests/runtime.py55 def set_config(self, config: dict[str, str]) -> None:CODE
LOW…ngs/python/src/openvino/frontend/pytorch/fx_decoder.py26logger = logging.getLogger(__name__)CODE
LOW…src/openvino/frontend/pytorch/torchdynamo/partition.py23logger = logging.getLogger(__name__)CODE
LOW…n/src/openvino/frontend/pytorch/torchdynamo/backend.py32logger = logging.getLogger(__name__)CODE
LOW…n/src/openvino/frontend/pytorch/torchdynamo/execute.py31logger = logging.getLogger(__name__)CODE
LOW…n/src/openvino/frontend/pytorch/torchdynamo/compile.py25logger = logging.getLogger(__name__)CODE
LOW…rc/openvino/frontend/pytorch/torchdynamo/op_support.py18logger = logging.getLogger(__name__)CODE
LOW…ings/python/src/openvino/frontend/jax/jaxpr_decoder.py26logger = logging.getLogger(__name__)CODE
AI Response Leakage1 hit · 8 pts
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HIGHdocs/articles_en/assets/snippets/ov_preprocessing.py217# In this example we also want to change batch size to increase throughputCOMMENT
Slop Phrases3 hits · 6 pts
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MEDIUMdocs/articles_en/assets/snippets/ov_extensions.py19# or you can add operation extension object which is equivalent formCOMMENT
LOWsrc/core/include/openvino/core/node.hpp103/// \note Don't forget to put a break after each statement or it will fall through and generateCOMMENT
LOW…stances/single_layer_tests/scatter_elements_update.cpp64 // Don't forget to add Reduction::NONE when/if ConvertScatterElementsUpdate12ToScatterElementsUpdate3COMMENT
Example Usage Blocks2 hits · 3 pts
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LOWtests/fuzz/scripts/init_corpus.py5# Sample usage:COMMENT
LOW.github/scripts/workflow_rerun/log_analyzer.py132 # Usage exampleCOMMENT
Modern AI Meta-Vocabulary1 hit · 2 pts
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MEDIUMREADME.md139- [LLMWare](https://github.com/llmware-ai/llmware/blob/main/solutions/openvino/README.md) - seamlessly build enterprisCODE