open-edge-platform/anomalib

25.1

Adjusted Score

25.1

Raw Score

100%

Time Factor

2026-07-14

Last Push

5.9K

Stars

Python

Language

177.0K

Lines of Code

1.4K

Files

2.5K

Pattern Hits

2026-07-14

Scan Date

0.28

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

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

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 2HIGH 405MEDIUM 130LOW 1949

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 2486 distinct pattern matches across 26 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.

Docstring Block Structure309 hits · 1530 pts

Severity	File	Line	Snippet	Context
HIGH	tools/inference/gradio_inference.py	45	Parse args and open inferencer. Args: weight_path (Path): Path to model weights. metadata (Path \| N	STRING
HIGH	application/backend/src/core/logging/utils.py	176	Validate job_id to prevent path traversal attacks. Args: job_id: The job identifier to validate Return	STRING
HIGH	application/backend/src/core/logging/utils.py	197	Get the path to the logs folder for a specific job. Args: job_id: Unique identifier for the job Return	STRING
HIGH	application/backend/src/core/logging/utils.py	223	Add a temporary log sink for a specific job. Captures all logs emitted during the context to logs/jobs/{job_id}.log	STRING
HIGH	application/backend/src/api/media_rest_validator.py	18	Validates a request to upload an image, if the file is not present, returns None. Args: re	STRING
HIGH	…plication/backend/src/api/endpoints/video_endpoints.py	27	Validate the uploaded video file. Args: file: The uploaded video file. Returns: The validated	STRING
HIGH	application/backend/src/webrtc/stream.py	24	Asynchronously receive the next video frame from the internal queue. This coroutine attempts to obtain	STRING
HIGH	application/backend/src/services/training_service.py	183	Execute CPU-intensive model training using anomalib. This synchronous function runs in a separate thread via as	STRING
HIGH	application/backend/src/services/video_service.py	22	Validate that a filename is safe and doesn't allow path traversal. Args: filename: The filename to val	STRING
HIGH	application/backend/src/services/video_service.py	96	Upload a video file to the server. Keeps the original filename. If a file with the same name exists,	STRING
HIGH	application/backend/src/services/video_service.py	201	Get a video by its filename. Args: project_id: ID of the project. filename: Na	STRING
HIGH	application/backend/src/services/model_service.py	158	Export a trained model to a zip file. Args: project_id: ID of the project model_id: ID	STRING
HIGH	…cation/backend/src/services/active_pipeline_service.py	38	Factory method to create and initialize the service asynchronously. Args: config_changed_condition:	STRING
HIGH	application/backend/src/services/media_service.py	194	Create and persist a PNG thumbnail for a media item. Resizes the input image to fit within width_px x height_px	STRING
HIGH	src/anomalib/visualization/image/item_visualizer.py	79	Visualize specified fields of an ``ImageItem`` or ``NumpyImageItem`` with configurable options. This function creat	STRING
HIGH	src/anomalib/visualization/image/functional.py	48	Calculate a dynamic font size based on image dimensions. This function determines an appropriate font size based on	STRING
HIGH	src/anomalib/visualization/image/functional.py	99	Add text to an image with configurable parameters. This function adds text to a PIL Image with customizable font, s	STRING
HIGH	src/anomalib/visualization/image/functional.py	188	Apply a colormap to a single-channel PIL Image using torch and PIL. This function converts a grayscale image to a c	STRING
HIGH	src/anomalib/visualization/image/functional.py	281	Overlay an image on top of another image with a specified alpha value. This function takes a base image and overlay	STRING
HIGH	src/anomalib/visualization/image/functional.py	346	Overlay multiple images on top of a base image with specified transparency. This function overlays one or more imag	STRING
HIGH	src/anomalib/visualization/image/functional.py	405	Convert a NumPy array to a PIL Image with proper normalization. This function handles various NumPy array types and	STRING
HIGH	src/anomalib/visualization/image/functional.py	490	Visualize an image from various input types. This function handles different input types (file path, PIL Image, PyT	STRING
HIGH	src/anomalib/visualization/image/functional.py	557	Visualize an anomaly map by applying normalization and/or colormap. This function takes an anomaly map and converts	STRING
HIGH	src/anomalib/visualization/image/functional.py	649	Visualize a mask with different modes. This function takes a binary mask and visualizes it in different styles base	STRING
HIGH	src/anomalib/visualization/image/functional.py	786	Visualize a ground truth mask. This is a convenience wrapper around :func:`visualize_mask` specifically for gro	STRING
HIGH	src/anomalib/visualization/image/functional.py	847	Visualize a prediction mask. This is a convenience wrapper around :func:`visualize_mask` specifically for predi	STRING
HIGH	src/anomalib/visualization/image/functional.py	901	Create a grid of images using PIL. This function arranges a list of PIL images into a grid layout with a specified	STRING
HIGH	src/anomalib/visualization/image/functional.py	968	Get the keyword arguments for a visualization function. This function retrieves the default keyword arguments for a	STRING
HIGH	src/anomalib/visualization/image/functional.py	1054	Get the visualization function for a given field. This function retrieves the visualization function corresponding	STRING
HIGH	src/anomalib/visualization/image/visualizer.py	193	Visualize image predictions. This method visualizes anomaly detection predictions intelligently: - For	STRING
HIGH	src/anomalib/visualization/image/visualizer.py	323	Make the visualizer callable. This method allows the visualizer to be used as a callable object. It beh	STRING
HIGH	src/anomalib/metrics/anomaly_score_distribution.py	142	Generate a histogram of scores. Args: bins (int, optional): Number of histogram bins. Defaults to 3	STRING
HIGH	src/anomalib/metrics/base.py	195	Create an Anomalib version of a torchmetrics metric. Factory function that creates a new class inheriting from both	STRING
HIGH	src/anomalib/metrics/pimo/pimo.py	290	Compute PIMO curves and AUPIMO scores. Args: force: If provided, override instance ``force`` settin	STRING
HIGH	src/anomalib/metrics/pimo/functional.py	63	Compute the Per-IMage Overlap (PIMO) curves. PIMO curves plot True Positive Rate (TPR) values for each image across	STRING
HIGH	src/anomalib/metrics/pimo/functional.py	159	Compute PIMO curves and their Area Under the Curve (AUPIMO) scores. AUPIMO scores are computed by integrating PIMO	STRING
HIGH	src/anomalib/metrics/pimo/functional.py	340	Return the threshold and its index at the given shared FPR level. Three cases are possible: - ``fpr_level =	STRING
HIGH	…c/anomalib/metrics/pimo/binary_classification_curve.py	183	Get linearly spaced thresholds between min and max anomaly scores. Args: anomaly_maps: Anomaly score maps	STRING
HIGH	src/anomalib/metrics/pimo/dataclasses.py	289	Create AUPIMO result from PIMO result. Args: pimo_result: Source PIMO result object. fp	STRING
HIGH	src/anomalib/post_processing/post_processor.py	198	Post-process model predictions. Args: predictions (InferenceBatch): Batch containing model predicti	STRING
HIGH	src/anomalib/post_processing/mebin_post_processor.py	91	Post-process model predictions using MEBin adaptive thresholding. When normalization statistics (``pixel_min``	STRING
HIGH	src/anomalib/post_processing/one_class.py	194	Post-process model predictions. Args: predictions (InferenceBatch): Batch containing model predicti	STRING
HIGH	src/anomalib/callbacks/tiler_configuration.py	44	Callback for configuring image tiling operations. This callback configures the tiling operation for models that sup	STRING
HIGH	src/anomalib/callbacks/visualizer.py	48	Callback for visualization that is used internally by the Engine. This callback handles the generation and manageme	STRING
HIGH	src/anomalib/callbacks/nncf/utils.py	243	Compose NNCF config by selected options. This function merges different parts of the NNCF configuration based on en	STRING
HIGH	src/anomalib/callbacks/nncf/utils.py	349	Recursively merge two configuration dictionaries or lists. This function implements the following merge behavior:	STRING
HIGH	src/anomalib/deploy/inferencers/openvino_inferencer.py	107	Load OpenVINO model from file or bytes. Args: path (str \| Path \| tuple[bytes, bytes]): Path to mode	STRING
HIGH	src/anomalib/deploy/inferencers/openvino_inferencer.py	197	Run inference on an input image. Args: image (str \| Path \| np.ndarray \| PILImage \| torch.Tensor): I	STRING
HIGH	src/anomalib/deploy/inferencers/base_inferencer.py	49	Load a model from the specified path. Args: path (str \| Path): Path to the model file. Ret	STRING
HIGH	src/anomalib/deploy/inferencers/base_inferencer.py	64	Pre-process an input image. Args: image (np.ndarray): Input image to pre-process. Returns:	STRING
HIGH	src/anomalib/deploy/inferencers/base_inferencer.py	79	Perform a forward pass on the model. Args: image (np.ndarray \| torch.Tensor): Pre-processed input i	STRING
HIGH	src/anomalib/deploy/inferencers/base_inferencer.py	94	Post-process model predictions. Args: predictions (np.ndarray \| torch.Tensor): Raw model prediction	STRING
HIGH	src/anomalib/deploy/inferencers/base_inferencer.py	110	Run inference on an image. Args: image (str \| Path \| np.ndarray \| torch.Tensor): Input image.	STRING
HIGH	src/anomalib/deploy/inferencers/torch_inferencer.py	128	Get the device to use for inference. Args: device (str): Device to use for inference.	STRING
HIGH	src/anomalib/deploy/inferencers/torch_inferencer.py	178	Load the model checkpoint. Args: path (str \| Path): Path to the PyTorch checkpoint file. R	STRING
HIGH	src/anomalib/deploy/inferencers/torch_inferencer.py	224	Load the PyTorch model. Args: path (str \| Path): Path to the PyTorch model file. Returns:	STRING
HIGH	src/anomalib/pipelines/benchmark/pipeline.py	92	Set up the appropriate runners for benchmark execution. This method configures either serial or parallel runner	STRING
HIGH	src/anomalib/pipelines/components/runners/serial.py	77	Execute jobs sequentially and gather results. This method runs each job one at a time, collecting results and h	STRING
HIGH	src/anomalib/utils/logging.py	62	Hide output of a function by redirecting stdout and stderr. This decorator captures and discards any output that wo	STRING
HIGH	src/anomalib/utils/config.py	26	Convert all path values to strings recursively in a configuration object. This function traverses a configuration o	STRING
249 more matches not shown…

Hyper-Verbose Identifiers737 hits · 819 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	112	def pytest_collection_modifyitems(items: list[pytest.Item]) -> None:	CODE
LOW	tests/unit/visualization/image/test_functional.py	23	def test_grayscale_conversion(rng: np.random.Generator) -> None:	CODE
LOW	tests/unit/visualization/image/test_functional.py	81	def test_singleton_dimensions(rng: np.random.Generator) -> None:	CODE
LOW	tests/unit/metrics/test_adaptive_threshold.py	45	def test_no_anomalous_samples_warning(caplog: pytest.LogCaptureFixture) -> None:	CODE
LOW	tests/unit/metrics/test_adaptive_threshold.py	61	def test_no_normal_samples_warning(caplog: pytest.LogCaptureFixture) -> None:	CODE
LOW	tests/unit/metrics/test_adaptive_threshold.py	89	def test_compute_returns_expected_threshold(	CODE
LOW	tests/unit/metrics/test_adaptive_threshold.py	112	def test_no_anomalous_samples_warning(caplog: pytest.LogCaptureFixture) -> None:	CODE
LOW	tests/unit/metrics/test_adaptive_threshold.py	127	def test_no_anomalous_samples_returns_max_threshold(caplog: pytest.LogCaptureFixture) -> None:	CODE
LOW	tests/unit/metrics/test_adaptive_threshold.py	142	def test_no_normal_samples_warning(caplog: pytest.LogCaptureFixture) -> None:	CODE
LOW	tests/unit/metrics/test_adaptive_threshold.py	159	def test_anomalous_samples_no_warning(caplog: pytest.LogCaptureFixture) -> None:	CODE
LOW	tests/unit/metrics/test_binning.py	11	def test_thresholds_between_min_and_max() -> None:	CODE
LOW	tests/unit/metrics/test_pro.py	74	def test_connected_component_labeling() -> None:	CODE
LOW	tests/unit/metrics/test_min_max.py	30	def test_update_multiple_batches() -> None:	CODE
LOW	tests/unit/metrics/test_anomalib_metric.py	28	def test_create_anomalib_metric_function() -> None:	CODE
LOW	tests/unit/metrics/test_anomalib_metric.py	35	def test_create_anomalib_metric_subclass() -> None:	CODE
LOW	tests/unit/metrics/test_anomalib_metric.py	49	def test_raises_error_on_missing_fields() -> None:	CODE
LOW	tests/unit/metrics/test_anomalib_metric.py	61	def test_raises_error_when_field_is_none() -> None:	CODE
LOW	tests/unit/metrics/test_anomalib_metric.py	73	def test_no_error_on_missing_fields() -> None:	CODE
LOW	tests/unit/metrics/test_anomalib_metric.py	85	def test_no_error_when_field_is_none() -> None:	CODE
LOW	…/unit/metrics/pimo/test_binary_classification_curve.py	314	def test__binclf_multiple_curves(	CODE
LOW	…/unit/metrics/pimo/test_binary_classification_curve.py	330	def test_binclf_multiple_curves(	CODE
LOW	…/unit/metrics/pimo/test_binary_classification_curve.py	362	def test_binclf_multiple_curves_validations(args: list, kwargs: dict, exception: Exception) -> None:	CODE
LOW	…/unit/metrics/pimo/test_binary_classification_curve.py	368	def test_per_image_binclf_curve(	CODE
LOW	…/unit/metrics/pimo/test_binary_classification_curve.py	397	def test_per_image_binclf_curve_validations(args: list, kwargs: dict, exception: Exception) -> None:	CODE
LOW	…/unit/metrics/pimo/test_binary_classification_curve.py	403	def test_per_image_binclf_curve_validations_alt(args: list, kwargs: dict, exception: Exception) -> None:	CODE
LOW	tests/unit/metrics/threshold/test_threshold.py	16	def test_threshold_abstract_methods() -> None:	CODE
LOW⚡	tests/unit/metrics/threshold/test_threshold.py	27	def test_threshold_initialization() -> None:	CODE
LOW⚡	tests/unit/metrics/threshold/test_threshold.py	37	def test_base_threshold_inheritance() -> None:	CODE
LOW⚡	tests/unit/metrics/threshold/test_threshold.py	43	def test_base_threshold_abstract_methods() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	64	def test_small_region_removed() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	72	def test_large_region_survives() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	84	def test_clear_stable_interval() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	111	def test_multiple_plateaus_picks_longest() -> None:	CODE
LOW⚡	tests/unit/post_processing/test_mebin_post_processor.py	139	def test_uniform_maps_no_anomaly() -> None:	CODE
LOW⚡	tests/unit/post_processing/test_mebin_post_processor.py	146	def test_clear_anomaly_detected() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	186	def test_initialization_default_params() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	203	def test_initialization_custom_params(	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	222	def test_inherits_post_processor() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	230	def test_forward_produces_valid_output() -> None:	CODE
LOW⚡	tests/unit/post_processing/test_mebin_post_processor.py	247	def test_forward_without_pred_score() -> None:	CODE
LOW⚡	tests/unit/post_processing/test_mebin_post_processor.py	256	def test_forward_raises_on_missing_inputs() -> None:	CODE
LOW⚡	tests/unit/post_processing/test_mebin_post_processor.py	264	def test_forward_no_thresholding() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	292	def test_post_process_batch_with_normalization() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	314	def test_on_test_batch_end_calls_post_process() -> None:	CODE
LOW	tests/unit/post_processing/test_mebin_post_processor.py	327	def test_forward_pred_score_only_with_normalization() -> None:	CODE
LOW	tests/unit/post_processing/test_post_processor.py	83	def test_pixel_threshold_matching() -> None:	CODE
LOW	tests/unit/post_processing/test_post_processor.py	97	def test_image_threshold_matching() -> None:	CODE
LOW	tests/unit/deploy/test_onnx_export.py	51	def test_forward_resamples_without_antialiasing(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/unit/deploy/test_inferencer.py	158	def test_inference_similarity(	CODE
LOW	tests/unit/deploy/test_ov_export.py	43	def test_export_openvino_no_compression(setup_model_and_data: tuple) -> None:	CODE
LOW	tests/unit/deploy/test_ov_export.py	334	def test_export_openvino_max_drop_warning_wrong_compression(	CODE
LOW	tests/unit/deploy/test_ov_export.py	365	def test_export_openvino_max_drop_large_value_warning(	CODE
LOW	tests/unit/deploy/test_ov_export.py	400	def test_export_openvino_with_ov_kwargs(setup_model_and_data: tuple) -> None:	CODE
LOW	tests/unit/pipelines/tiled_ensemble/test_components.py	55	def test_label_and_score_merging(get_merging_mechanism: PredictionMergingMechanism) -> None:	CODE
LOW	…unit/pipelines/tiled_ensemble/test_helper_functions.py	27	def test_ensemble_datamodule_collate_attr(get_ensemble_config: dict, get_tiler: EnsembleTiler) -> None:	CODE
LOW	…unit/pipelines/tiled_ensemble/test_helper_functions.py	36	def test_ensemble_datamodule_img_size(get_ensemble_config: dict, get_tiler: EnsembleTiler) -> None:	CODE
LOW	tests/unit/pipelines/tiled_ensemble/test_tiler.py	44	def test_basic_tile_for_ensemble(input_shape: torch.Size, config: dict, expected_shape: torch.Size) -> None:	CODE
LOW	tests/unit/pipelines/tiled_ensemble/test_tiler.py	65	def test_basic_tile_reconstruction(input_shape: torch.Size, config: dict) -> None:	CODE
LOW	tests/unit/pipelines/tiled_ensemble/test_tiler.py	87	def test_untile_different_instance(input_shape: torch.Size, config: dict) -> None:	CODE
LOW	tests/unit/utils/test_visualizer.py	19	def test_visualize_fully_defected_masks() -> None:	CODE
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Unused Imports627 hits · 582 pts

Severity	File	Line	Context
LOW	tools/benchmark_mebin.py	16	CODE
LOW	tests/unit/models/image/l2bt/test_l2bt.py	6	CODE
LOW	tests/unit/models/image/cfm/test_cfm.py	6	CODE
LOW	tests/unit/models/image/cfm/test_cfm.py	21	CODE
LOW	tests/unit/data/datamodule/base/__init__.py	6	CODE
LOW	tests/unit/data/datamodule/base/__init__.py	7	CODE
LOW	tests/unit/data/datamodule/base/__init__.py	8	CODE
LOW	tests/unit/data/utils/test_enum_compat.py	15	CODE
LOW	application/backend/src/core/__init__.py	4	CODE
LOW	application/backend/src/core/__init__.py	5	CODE
LOW	application/backend/src/core/mjpeg_broadcaster.py	6	CODE
LOW	application/backend/src/core/logging/__init__.py	4	CODE
LOW	application/backend/src/core/logging/__init__.py	5	CODE
LOW	application/backend/src/core/logging/__init__.py	5	CODE
LOW	application/backend/src/core/logging/__init__.py	5	CODE
LOW	application/backend/src/core/logging/__init__.py	6	CODE
LOW	application/backend/src/core/logging/setup.py	22	CODE
LOW	application/backend/src/utils/short_uuid.py	4	CODE
LOW	application/backend/src/utils/__init__.py	4	CODE
LOW	application/backend/src/utils/__init__.py	5	CODE
LOW	application/backend/src/utils/callbacks.py	6	CODE
LOW	application/backend/src/repositories/__init__.py	4	CODE
LOW	application/backend/src/repositories/__init__.py	5	CODE
LOW	application/backend/src/repositories/__init__.py	6	CODE
LOW	application/backend/src/repositories/__init__.py	7	CODE
LOW	application/backend/src/repositories/__init__.py	8	CODE
LOW	application/backend/src/repositories/__init__.py	9	CODE
LOW	application/backend/src/repositories/__init__.py	10	CODE
LOW	application/backend/src/repositories/__init__.py	11	CODE
LOW	application/backend/src/repositories/binary_repo.py	4	CODE
LOW	…plication/backend/src/repositories/mappers/__init__.py	4	CODE
LOW	…plication/backend/src/repositories/mappers/__init__.py	5	CODE
LOW	…plication/backend/src/repositories/mappers/__init__.py	6	CODE
LOW	…plication/backend/src/repositories/mappers/__init__.py	7	CODE
LOW	…plication/backend/src/repositories/mappers/__init__.py	8	CODE
LOW	…plication/backend/src/repositories/mappers/__init__.py	9	CODE
LOW	application/backend/src/db/__init__.py	4	CODE
LOW	application/backend/src/db/__init__.py	4	CODE
LOW	application/backend/src/db/__init__.py	4	CODE
LOW	application/backend/src/db/__init__.py	4	CODE
LOW	application/backend/src/db/__init__.py	5	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
LOW	application/backend/src/api/dependencies/__init__.py	4	CODE
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Cross-File Repetition88 hits · 440 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of a ground truth label with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of a ground truth label with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of a ground truth label with invalid type.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of a ground truth label with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of a ground truth mask with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of a ground truth mask with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of a ground truth mask with invalid type.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of a ground truth mask with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of a ground truth mask with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of a ground truth mask with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of a ground truth mask with invalid shape.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of a ground truth mask with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of an anomaly map with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of an anomaly map with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of an anomaly map with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of an anomaly map batch with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of an anomaly map batch with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of an anomaly map batch with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of ground truth labels with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of ground truth labels with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of ground truth labels with invalid type.	STRING
HIGH	tests/unit/data/validators/numpy/test_video.py	0	test validation of ground truth labels with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of ground truth labels with invalid dimensions.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of ground truth labels with invalid dimensions.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of ground truth labels with invalid dimensions.	STRING
HIGH	tests/unit/data/validators/numpy/test_video.py	0	test validation of ground truth labels with invalid dimensions.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of ground truth masks with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of ground truth masks with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of ground truth masks with invalid type.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of ground truth masks with invalid type.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of ground truth masks with invalid dimensions.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of ground truth masks with invalid dimensions.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of ground truth masks with invalid dimensions.	STRING
HIGH	tests/unit/data/validators/torch/test_depth.py	0	test validation of prediction labels with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of prediction labels with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_video.py	0	test validation of prediction labels with invalid shape.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of an image batch with invalid number of channels.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of an image batch with invalid number of channels.	STRING
HIGH	tests/unit/data/validators/numpy/test_video.py	0	test validation of an image batch with invalid number of channels.	STRING
HIGH	tests/unit/data/validators/torch/test_image.py	0	test validation of an image batch with invalid type.	STRING
HIGH	tests/unit/data/validators/numpy/test_image.py	0	test validation of an image batch with invalid type.	STRING
HIGH	tests/unit/data/validators/numpy/test_video.py	0	test validation of an image batch with invalid type.	STRING
HIGH	tests/integration/tools/test_lightning_entrypoint.py	0	this tests whether the entrypoints run without errors without quantitative measure of the outputs.	STRING
HIGH	tests/integration/tools/test_torch_entrypoint.py	0	this tests whether the entrypoints run without errors without quantitative measure of the outputs.	STRING
HIGH	tests/integration/tools/test_openvino_entrypoint.py	0	this tests whether the entrypoints run without errors without quantitative measure of the outputs.	STRING
HIGH	…les/api/01_getting_started/basic_openvino_inference.py	0	getting started with anomalib inference using the python api. this example shows how to perform inference on a trained m	STRING
HIGH	…amples/api/01_getting_started/basic_torch_inference.py	0	getting started with anomalib inference using the python api. this example shows how to perform inference on a trained m	STRING
HIGH	examples/api/01_getting_started/basic_inference.py	0	getting started with anomalib inference using the python api. this example shows how to perform inference on a trained m	STRING
HIGH	…ib/pipelines/tiled_ensemble/components/thresholding.py	0	nothing to collect in this job. returns: list[any]: unchanged list of predictions.	STRING
HIGH	…malib/pipelines/tiled_ensemble/components/smoothing.py	0	nothing to collect in this job. returns: list[any]: unchanged list of predictions.	STRING
HIGH	…b/pipelines/tiled_ensemble/components/normalization.py	0	nothing to collect in this job. returns: list[any]: unchanged list of predictions.	STRING
HIGH	…nomalib/pipelines/tiled_ensemble/components/merging.py	0	nothing to collect in this job. returns: list[any]: unchanged list of predictions.	STRING
HIGH	…lines/tiled_ensemble/components/metrics_calculation.py	0	nothing to collect in this job. returns: list[any]: unchanged list of predictions.	STRING
HIGH	…b/pipelines/tiled_ensemble/components/visualization.py	0	nothing to collect in this job. returns: list[any]: unchanged list of predictions.	STRING
HIGH	src/anomalib/models/video/fuvas/lightning_model.py	0	get the learning type of the model. returns: learningtype: the model uses one-class learning.	STRING
HIGH	src/anomalib/models/image/stfpm/lightning_model.py	0	get the learning type of the model. returns: learningtype: the model uses one-class learning.	STRING
HIGH	src/anomalib/models/image/l2bt/lightning_model.py	0	get the learning type of the model. returns: learningtype: the model uses one-class learning.	STRING
HIGH	src/anomalib/models/image/dfm/lightning_model.py	0	get the learning type of the model. returns: learningtype: the model uses one-class learning.	STRING
HIGH	…b/models/image/reverse_distillation/lightning_model.py	0	return the learning type of the model. returns: learningtype: learning type of the model.	STRING
HIGH	src/anomalib/models/image/fastflow/lightning_model.py	0	return the learning type of the model. returns: learningtype: learning type of the model.	STRING
28 more matches not shown…

Modern Structural Boilerplate268 hits · 268 pts

Severity	File	Line	Snippet	Context
LOW	tools/benchmark_mebin.py	30	logger = logging.getLogger(__name__)	CODE
LOW	tools/experimental/benchmarking/benchmark.py	10	logger = logging.getLogger(__name__)	CODE
LOW	tools/inference/torch_inference.py	21	logger = logging.getLogger(__name__)	CODE
LOW	tools/inference/openvino_inference.py	21	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/metrics/aupro/aupro_reference.py	21	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/data/datamodule/base/__init__.py	10	__all__ = ["_TestAnomalibDepthDatamodule", "_TestAnomalibImageDatamodule", "_TestAnomalibVideoDatamodule"]	CODE
LOW	application/backend/src/core/__init__.py	7	__all__ = ["Scheduler", "lifespan"]	CODE
LOW	application/backend/src/core/logging/__init__.py	8	__all__ = ["CaptureOutput", "LogConfig", "global_log_config", "setup_logging", "setup_uvicorn_logging"]	CODE
LOW	application/backend/src/utils/__init__.py	7	__all__ = ["Singleton", "flush_queue"]	CODE
LOW	application/backend/src/utils/callbacks.py	47	def set_cancel_training_event(self) -> None:	CODE
LOW	application/backend/src/repositories/project_repo.py	39	async def update_dataset_timestamp(self, project_id: str \| ShortUUID) -> None:	CODE
LOW	application/backend/src/repositories/__init__.py	13	__all__ = [	CODE
LOW	…plication/backend/src/repositories/mappers/__init__.py	11	__all__ = [	CODE
LOW	application/backend/src/db/__init__.py	7	__all__ = ["MigrationManager", "get_async_db_session", "get_async_db_session_ctx", "init_models", "sync_engine"]	CODE
LOW	application/backend/src/db/engine.py	42	def set_sqlite_pragma(dbapi_connection: Connection, _: Any) -> None:	CODE
LOW	application/backend/src/api/dependencies/__init__.py	29	__all__ = [	CODE
LOW	application/backend/src/workers/__init__.py	9	__all__ = [	CODE
LOW	application/backend/src/pydantic_models/__init__.py	17	__all__ = [	CODE
LOW	application/backend/src/webrtc/sdp_handler.py	10	logger = logging.getLogger(__name__)	CODE
LOW	application/backend/src/webrtc/manager.py	81	def set_input(self, data: InputData) -> None:	CODE
LOW	application/backend/src/services/__init__.py	23	__all__ = [	CODE
LOW	application/backend/src/services/job_service.py	22	logger = logging.getLogger(__name__)	CODE
LOW	application/backend/src/services/metrics_service.py	43	def update_max_age(self, max_age_seconds: int) -> None:	CODE
LOW	…plication/backend/src/services/dispatchers/__init__.py	10	__all__ = ["Dispatcher", "FolderDispatcher", "MqttDispatcher", "WebhookDispatcher"]	CODE
LOW	src/anomalib/visualization/__init__.py	36	__all__ = [	CODE
LOW	src/anomalib/visualization/image/item_visualizer.py	47	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/visualization/image/__init__.py	37	__all__ = [	CODE
LOW	src/anomalib/visualization/image/functional.py	44	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/metrics/__init__.py	67	__all__ = [	CODE
LOW	src/anomalib/metrics/evaluator.py	65	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/metrics/pimo/__init__.py	31	__all__ = [	CODE
LOW	src/anomalib/metrics/pimo/pimo.py	67	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/metrics/pimo/functional.py	55	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/metrics/pimo/utils.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/metrics/pimo/_validate.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…c/anomalib/metrics/pimo/binary_classification_curve.py	43	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/metrics/threshold/__init__.py	27	__all__ = ["Threshold", "F1AdaptiveThreshold", "ManualThreshold"]	CODE
LOW	src/anomalib/metrics/threshold/f1_adaptive_threshold.py	48	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/post_processing/__init__.py	25	__all__ = ["PostProcessor", "MEBinPostProcessor"]	CODE
LOW	src/anomalib/loggers/__init__.py	32	__all__ = ["configure_logger"]	CODE
LOW	src/anomalib/callbacks/timer.py	33	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/callbacks/__init__.py	58	__all__ = [	CODE
LOW	src/anomalib/callbacks/__init__.py	68	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/callbacks/model_loader.py	33	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/callbacks/tiler_configuration.py	40	__all__ = ["TilerConfigurationCallback"]	CODE
LOW	src/anomalib/callbacks/visualizer.py	44	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/deploy/__init__.py	31	__all__ = ["Inferencer", "OpenVINOInferencer", "TorchInferencer", "ExportType", "CompressionType"]	CODE
LOW	src/anomalib/deploy/inferencers/__init__.py	23	__all__ = ["Inferencer", "OpenVINOInferencer", "TorchInferencer"]	CODE
LOW	src/anomalib/deploy/inferencers/torch_inferencer.py	70	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/pipelines/__init__.py	31	__all__ = ["Benchmark"]	CODE
LOW	src/anomalib/pipelines/benchmark/job.py	52	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/pipelines/benchmark/__init__.py	27	__all__ = ["Benchmark"]	CODE
LOW	src/anomalib/pipelines/tiled_ensemble/train_pipeline.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/anomalib/pipelines/tiled_ensemble/__init__.py	41	__all__ = [	CODE
LOW	src/anomalib/pipelines/tiled_ensemble/test_pipeline.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…pelines/tiled_ensemble/components/stats_calculation.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…/pipelines/tiled_ensemble/components/model_training.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…omalib/pipelines/tiled_ensemble/components/__init__.py	38	__all__ = [	CODE
LOW	…ib/pipelines/tiled_ensemble/components/thresholding.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…b/pipelines/tiled_ensemble/components/visualization.py	23	logger = logging.getLogger(__name__)	CODE
208 more matches not shown…

Decorative Section Separators58 hits · 196 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/unit/metrics/pimo/test_binary_classification_curve.py	298	# ==================================================================================================	COMMENT
MEDIUM	…/unit/metrics/pimo/test_binary_classification_curve.py	326	# ==================================================================================================	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	44	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	47	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	99	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	101	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	165	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	167	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	182	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	184	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	254	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/data/datamodule/image/test_kaputt.py	256	# ------------------------------------------------------------------	COMMENT
MEDIUM	examples/cli/04_advanced/custom_components.sh	7	# ---------------------------------------	COMMENT
MEDIUM	examples/cli/04_advanced/custom_pipeline.sh	7	# -------------------------------------	COMMENT
MEDIUM	examples/cli/04_advanced/loggers.sh	7	# -------------------------------	COMMENT
MEDIUM⚡	examples/cli/05_pipelines/complete_pipeline.sh	7	# ------------------------------	COMMENT
MEDIUM⚡	examples/cli/05_pipelines/complete_pipeline.sh	15	# ----------------	COMMENT
MEDIUM⚡	examples/cli/05_pipelines/complete_pipeline.sh	25	# --------------	COMMENT
MEDIUM⚡	examples/cli/05_pipelines/complete_pipeline.sh	35	# ----------------	COMMENT
MEDIUM	examples/cli/05_pipelines/complete_pipeline.sh	55	# ----------------	COMMENT
MEDIUM	examples/cli/03_models/patchcore.sh	7	# ------------------------------------	COMMENT
MEDIUM	examples/cli/03_models/efficient_ad.sh	7	# --------------------------------------	COMMENT
MEDIUM	examples/cli/03_models/padim.sh	7	# ---------------------------------	COMMENT
MEDIUM	examples/cli/01_getting_started/basic_training.sh	7	# ------------------------------------	COMMENT
MEDIUM	examples/cli/02_data/mvtec.sh	7	# -----------------------------------	COMMENT
MEDIUM	examples/cli/02_data/folder.sh	7	# ------------------------------------------	COMMENT
MEDIUM	examples/api/05_pipelines/complete_pipeline.py	20	# ----------------	COMMENT
MEDIUM	examples/api/05_pipelines/complete_pipeline.py	43	# ----------------	COMMENT
MEDIUM	examples/api/05_pipelines/complete_pipeline.py	71	# --------------	COMMENT
MEDIUM⚡	application/backend/run.sh	4	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	application/backend/run.sh	23	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	24	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	26	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	58	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	60	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	103	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	105	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	147	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	149	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	190	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	192	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	224	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	226	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	238	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	240	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	262	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/model_metadata.yaml	264	# =============================================================================	COMMENT
MEDIUM	application/backend/src/core/logging/handlers.py	11	# Example: "Epoch 3/199 ━━━━━━━━━━━━━━━━━━ 4/4 0:00:10 …" → groups ("4", "4")	COMMENT
MEDIUM	application/backend/src/pydantic_models/sink.py	164	# ---------------------------------	COMMENT
MEDIUM	application/backend/src/pydantic_models/sink.py	166	# ---------------------------------	COMMENT
MEDIUM	application/backend/src/pydantic_models/source.py	139	# ---------------------------------	COMMENT
MEDIUM	application/backend/src/pydantic_models/source.py	141	# ---------------------------------	COMMENT
MEDIUM	src/anomalib/models/image/patchflow/torch_model.py	172	# ------------------------------------------------------------------	COMMENT
MEDIUM	src/anomalib/models/image/patchflow/torch_model.py	174	# ------------------------------------------------------------------	COMMENT
MEDIUM	src/anomalib/models/image/patchflow/torch_model.py	224	# ------------------------------------------------------------------	COMMENT
MEDIUM	src/anomalib/models/image/patchflow/torch_model.py	226	# ------------------------------------------------------------------	COMMENT
MEDIUM	src/anomalib/models/image/patchflow/torch_model.py	241	# ------------------------------------------------------------------	COMMENT
MEDIUM	src/anomalib/models/image/patchflow/torch_model.py	243	# ------------------------------------------------------------------	COMMENT

Self-Referential Comments50 hits · 138 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/inference/torch_inference.py	78	# Create the inferencer and visualizer.	COMMENT
MEDIUM	tests/conftest.py	29	# Create the temporary directory in the root directory of the project.	COMMENT
MEDIUM⚡	tests/unit/post_processing/test_mebin_post_processor.py	149	# Create a clear anomaly region	COMMENT
MEDIUM	tests/unit/models/components/clustering/test_gmm.py	16	# Create a GaussianMixture model	COMMENT
MEDIUM	tests/unit/models/components/clustering/test_gmm.py	41	# Create a GaussianMixture model	COMMENT
MEDIUM⚡	tests/unit/data/validators/numpy/test_image.py	35	# Create a 2D image without channel dimension	COMMENT
MEDIUM⚡	tests/unit/data/validators/numpy/test_image.py	124	# Create a 3D image batch without channel dimension	COMMENT
MEDIUM⚡	tests/unit/data/validators/numpy/test_image.py	145	# Create a 3D image without batch dimension	COMMENT
MEDIUM⚡	tests/unit/data/validators/numpy/test_video.py	35	# Create a 3D image without time dimension	COMMENT
MEDIUM⚡	tests/unit/data/validators/numpy/test_video.py	106	# Create a 4D image batch without time dimension	COMMENT
MEDIUM⚡	tests/helpers/data.py	565	# Create the resolution directory	COMMENT
MEDIUM	examples/cli/04_advanced/custom_components.sh	22	# Create a comprehensive set of metrics	COMMENT
MEDIUM	examples/cli/00_installation/uv_install.sh	37	# Create a virtual environment and sync with the lockfile for a specific backend:	COMMENT
MEDIUM	.github/workflows/_reusable-pr-title-check.yaml	101	# Create a temporary file to store the clean PR title for checking	COMMENT
MEDIUM	application/backend/tests/unit/conftest.py	157	# Create a valid image for testing	COMMENT
MEDIUM	…ication/backend/tests/unit/endpoints/test_pipelines.py	163	# Create a valid RUNNING pipeline with required fields	COMMENT
MEDIUM	…ication/backend/tests/unit/endpoints/test_pipelines.py	213	# Create a valid RUNNING pipeline with required fields	COMMENT
MEDIUM	…tion/backend/tests/unit/services/test_video_service.py	128	# Create a non-video file (should be ignored)	COMMENT
MEDIUM	…d/tests/unit/services/test_dataset_snapshot_service.py	131	# Create a dummy dataframe batch	COMMENT
MEDIUM⚡	…kend/tests/unit/services/test_configuration_service.py	171	# Create a new event loop and run the coroutine	COMMENT
MEDIUM	…tion/backend/tests/unit/services/test_model_service.py	340	# Create a test anomaly map	COMMENT
MEDIUM	…tion/backend/tests/unit/services/test_model_service.py	373	# Create a test anomaly map	COMMENT
MEDIUM	…cation/backend/tests/unit/services/test_job_service.py	182	# Create an updated job object that the repository would return	COMMENT
MEDIUM	…cation/backend/tests/unit/services/test_job_service.py	254	# Create an async context manager	COMMENT
MEDIUM	…tion/backend/tests/unit/services/test_media_service.py	142	# Create a random numpy image (100x100 RGB)	COMMENT
MEDIUM	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	50	# Create a temporary directory for the work	COMMENT
MEDIUM	src/anomalib/visualization/image/item_visualizer.py	17	>>> # Create an ImageItem or NumpyImageItem	STRING
MEDIUM⚡	src/anomalib/visualization/image/functional.py	751	# Create a background image	COMMENT
MEDIUM⚡	src/anomalib/visualization/image/functional.py	759	# Create a colored version of the edges	COMMENT
MEDIUM⚡	src/anomalib/visualization/image/functional.py	767	# Create a solid color image for the overlay	COMMENT
MEDIUM	src/anomalib/visualization/image/functional.py	157	# Create a new RGBA image as a transparent overlay	COMMENT
MEDIUM	src/anomalib/visualization/image/functional.py	263	# Create a linear interpolation of the colormap	COMMENT
MEDIUM	src/anomalib/visualization/image/functional.py	632	# Create a normalized image	COMMENT
MEDIUM	src/anomalib/visualization/image/functional.py	955	# Create a new image with white background	COMMENT
MEDIUM	src/anomalib/visualization/image/functional.py	210	>>> # Create a sample grayscale image	STRING
MEDIUM	src/anomalib/visualization/image/functional.py	814	>>> # Create a sample binary mask	STRING
MEDIUM	src/anomalib/visualization/image/functional.py	875	>>> # Create a sample binary mask	STRING
MEDIUM	src/anomalib/callbacks/checkpoint.py	61	>>> # Create a checkpoint callback	STRING
MEDIUM	src/anomalib/utils/path.py	363	# Create the new version directory	COMMENT
MEDIUM	src/anomalib/utils/cv/connected_components.py	14	>>> # Create a binary mask tensor (1 for anomaly, 0 for normal)	STRING
MEDIUM	src/anomalib/utils/cv/connected_components.py	16	>>> mask[0, 0, 1:3, 1:3] = 1 # Create a 2x2 square anomaly	STRING
MEDIUM	src/anomalib/utils/cv/connected_components.py	52	>>> # Create a binary mask with a 2x2 square anomaly	STRING
MEDIUM	src/anomalib/utils/cv/connected_components.py	94	>>> # Create a binary mask with a 2x2 square anomaly	STRING
MEDIUM	src/anomalib/models/image/inp_former/lightning_model.py	379	# Create a scheduler config with dynamically determined total steps	COMMENT
MEDIUM	src/anomalib/models/image/dinomaly/lightning_model.py	385	# Create a scheduler config with dynamically determined total steps	COMMENT
MEDIUM	src/anomalib/models/components/filters/__init__.py	15	>>> # Create a Gaussian blur filter	STRING
MEDIUM	src/anomalib/models/components/filters/blur.py	12	>>> # Create a Gaussian blur filter	STRING
MEDIUM	src/anomalib/models/components/base/buffer_list.py	9	>>> # Create a module that uses the buffer list mixin	STRING
MEDIUM	src/anomalib/cli/utils/installation.py	381	# Create the PyTorch Index URL to download the correct wheel.	COMMENT
MEDIUM	src/anomalib/pre_processing/pre_processor.py	50	>>> # Define a custom set of transforms	STRING

Excessive Try-Catch Wrapping82 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW	tools/benchmark_mebin.py	126	except Exception:	CODE
LOW	…end/tests/unit/services/test_job_service_pagination.py	38	except Exception:	CODE
LOW	application/backend/src/cli.py	135	except Exception:	CODE
LOW	application/backend/src/cli.py	150	except Exception as e:	CODE
LOW	application/backend/src/core/scheduler.py	153	except Exception as e:	CODE
LOW	application/backend/src/core/scheduler.py	174	except Exception as e:	CODE
LOW	application/backend/src/core/scheduler.py	186	except Exception as e:	CODE
LOW	application/backend/src/core/logging/setup.py	85	except Exception as e:	CODE
LOW	application/backend/src/core/logging/utils.py	256	except Exception as e:	CODE
LOW	application/backend/src/utils/queue.py	25	except Exception as e:	CODE
LOW	application/backend/src/utils/visualization.py	37	except Exception as e: # continue other overlays even if one fails	CODE
LOW	application/backend/src/utils/visualization.py	41	except Exception as e:	CODE
LOW	application/backend/src/utils/visualization.py	68	except Exception as e:	CODE
LOW	application/backend/src/utils/visualization.py	100	except Exception as e:	CODE
LOW	application/backend/src/utils/callbacks.py	93	except Exception as e:	CODE
LOW	application/backend/src/repositories/binary_repo.py	100	except Exception as e:	CODE
LOW	application/backend/src/db/engine.py	62	except Exception:	CODE
LOW	application/backend/src/db/engine.py	73	except Exception:	CODE
LOW	application/backend/src/db/engine.py	84	except Exception:	CODE
LOW	application/backend/src/db/migration.py	37	except Exception as e:	CODE
LOW	application/backend/src/db/migration.py	56	except Exception as e:	CODE
LOW	application/backend/src/db/migration.py	84	except Exception as e:	CODE
LOW	application/backend/src/db/migration.py	112	except Exception as e:	CODE
LOW	application/backend/src/db/migration.py	133	except Exception as e:	CODE
LOW	application/backend/src/api/endpoints/webrtc.py	28	except Exception as e:	CODE
LOW	application/backend/src/workers/dispatching.py	145	except Exception as e:	CODE
LOW⚡	application/backend/src/workers/stream_loading.py	89	except Exception as e:	CODE
LOW⚡	application/backend/src/workers/stream_loading.py	93	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	83	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	111	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	129	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	151	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	162	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	181	except Exception as e:	CODE
LOW⚡	application/backend/src/workers/inference.py	199	except Exception as e:	CODE
LOW⚡	application/backend/src/workers/inference.py	206	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	270	except Exception as e:	CODE
LOW	application/backend/src/workers/inference.py	292	except Exception as e:	CODE
MEDIUM	application/backend/src/workers/inference.py	67	def _get_active_model(self) -> LoadedModel \| None:	CODE
LOW⚡	application/backend/src/workers/base.py	136	except Exception as e:	CODE
LOW	application/backend/src/workers/base.py	182	except Exception as e:	CODE
LOW	application/backend/src/workers/training.py	44	except Exception as e:	CODE
LOW	application/backend/src/workers/training.py	59	except Exception as e:	CODE
LOW	application/backend/src/webrtc/stream.py	79	except Exception as e:	CODE
LOW	application/backend/src/webrtc/sdp_handler.py	28	except Exception as exc:	CODE
LOW	application/backend/src/webrtc/sdp_handler.py	64	except Exception as exc:	CODE
LOW	application/backend/src/services/project_service.py	106	except Exception as e:	CODE
LOW	application/backend/src/services/training_service.py	135	except Exception as e:	CODE
LOW	application/backend/src/services/training_service.py	154	except Exception as e:	CODE
LOW	application/backend/src/services/training_service.py	366	except Exception as e:	CODE
LOW	…lication/backend/src/services/configuration_service.py	189	except Exception as error:	CODE
LOW	application/backend/src/services/video_service.py	139	except Exception as e:	CODE
LOW	application/backend/src/services/video_service.py	267	except Exception as e:	CODE
LOW	application/backend/src/services/model_service.py	74	except Exception as e:	CODE
LOW	application/backend/src/services/model_service.py	152	except Exception as e:	CODE
LOW	application/backend/src/services/model_service.py	289	except Exception as e:	CODE
LOW	…ation/backend/src/services/dataset_snapshot_service.py	98	except Exception as e:	CODE
LOW⚡	…ation/backend/src/services/dataset_snapshot_service.py	160	except Exception as e:	CODE
LOW⚡	…ation/backend/src/services/dataset_snapshot_service.py	179	except Exception as e:	CODE
LOW	application/backend/src/services/media_service.py	130	except Exception as e:	CODE
22 more matches not shown…

AI Structural Patterns68 hits · 68 pts

Severity	File	Line	Context
LOW	tests/helpers/data.py	317	CODE
LOW	src/anomalib/loggers/comet.py	99	CODE
LOW	src/anomalib/loggers/wandb.py	113	CODE
LOW	src/anomalib/models/video/fuvas/lightning_model.py	85	CODE
LOW	src/anomalib/models/video/ai_vad/torch_model.py	99	CODE
LOW	src/anomalib/models/video/ai_vad/lightning_model.py	128	CODE
LOW	src/anomalib/models/video/ai_vad/clip/model.py	68	CODE
LOW	…b/models/image/reverse_distillation/lightning_model.py	82	CODE
LOW	…nomalib/models/image/supersimplenet/lightning_model.py	87	CODE
LOW	src/anomalib/models/image/patchflow/torch_model.py	75	CODE
LOW	src/anomalib/models/image/patchflow/lightning_model.py	89	CODE
LOW	src/anomalib/models/image/winclip/lightning_model.py	101	CODE
LOW	src/anomalib/models/image/fastflow/lightning_model.py	100	CODE
LOW	src/anomalib/models/image/inp_former/lightning_model.py	156	CODE
LOW	…/anomalib/models/image/inp_former/components/layers.py	111	CODE
LOW	src/anomalib/models/image/uflow/lightning_model.py	108	CODE
LOW	src/anomalib/models/image/cflow/lightning_model.py	80	CODE
LOW	src/anomalib/models/image/cfa/lightning_model.py	91	CODE
LOW	src/anomalib/models/image/general_ad/torch_model.py	274	CODE
LOW	src/anomalib/models/image/general_ad/lightning_model.py	57	CODE
LOW	src/anomalib/models/image/csflow/lightning_model.py	73	CODE
LOW	src/anomalib/models/image/l2bt/torch_model.py	26	CODE
LOW	src/anomalib/models/image/l2bt/lightning_model.py	123	CODE
LOW	src/anomalib/models/image/glass/torch_model.py	69	CODE
LOW	src/anomalib/models/image/glass/lightning_model.py	110	CODE
LOW	src/anomalib/models/image/draem/lightning_model.py	86	CODE
LOW	src/anomalib/models/image/fre/lightning_model.py	103	CODE
LOW	src/anomalib/models/image/ganomaly/lightning_model.py	119	CODE
LOW	src/anomalib/models/image/padim/lightning_model.py	109	CODE
LOW	src/anomalib/models/image/dfm/lightning_model.py	87	CODE
LOW	…/anomalib/models/image/efficient_ad/lightning_model.py	122	CODE
LOW	…/anomalib/models/image/anomaly_dino/lightning_model.py	151	CODE
LOW	src/anomalib/models/image/dfkde/lightning_model.py	87	CODE
LOW	src/anomalib/models/image/patchcore/lightning_model.py	141	CODE
LOW	src/anomalib/models/image/cfm/lightning_model.py	57	CODE
LOW	src/anomalib/models/image/dinomaly/torch_model.py	103	CODE
LOW	src/anomalib/models/image/dinomaly/torch_model.py	425	CODE
LOW	src/anomalib/models/image/dinomaly/lightning_model.py	158	CODE
LOW	src/anomalib/models/image/dinomaly/components/layers.py	204	CODE
LOW	src/anomalib/models/components/base/export_mixin.py	188	CODE
LOW	src/anomalib/models/components/dinov2/layers/block.py	52	CODE
LOW	src/anomalib/models/components/flow/all_in_one_block.py	166	CODE
LOW	src/anomalib/data/datasets/depth/folder_3d.py	135	CODE
LOW	src/anomalib/data/datasets/depth/folder_3d.py	83	CODE
LOW	src/anomalib/data/datasets/image/kaputt.py	215	CODE
LOW	src/anomalib/data/datamodules/video/shanghaitech.py	109	CODE
LOW	src/anomalib/data/datamodules/video/ucsd_ped.py	72	CODE
LOW	src/anomalib/data/datamodules/video/avenue.py	141	CODE
LOW	src/anomalib/data/datamodules/depth/adam_3d.py	83	CODE
LOW	src/anomalib/data/datamodules/depth/folder_3d.py	81	CODE
LOW	src/anomalib/data/datamodules/depth/mvtec_3d.py	88	CODE
LOW	src/anomalib/data/datamodules/image/btech.py	141	CODE
LOW	src/anomalib/data/datamodules/image/tabular.py	101	CODE
LOW	src/anomalib/data/datamodules/image/folder.py	115	CODE
LOW	src/anomalib/data/datamodules/image/mvtecad2.py	113	CODE
LOW	src/anomalib/data/datamodules/image/mvtecad.py	133	CODE
LOW	src/anomalib/data/datamodules/image/kolektor.py	92	CODE
LOW	src/anomalib/data/datamodules/image/realiad.py	156	CODE
LOW	src/anomalib/data/datamodules/image/datumaro.py	101	CODE
LOW	src/anomalib/data/datamodules/image/kaputt.py	153	CODE
8 more matches not shown…

Over-Commented Block66 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/metrics/pimo/__init__.py	1	# Original Code	COMMENT
LOW	…rce/snippets/data/transforms/datamodule_train_eval.txt	21		COMMENT
LOW	docs/source/snippets/data/transforms/model_fit.txt	21	# Resize(size=[256, 256], interpolation=InterpolationMode.BILINEAR, antialias=True)	COMMENT
LOW	…/source/markdown/guides/how_to/models/pre_processor.md	141	# Resize(size=[256, 256], interpolation=InterpolationMode.BILINEAR, antialias=False)	COMMENT
LOW	examples/cli/01_getting_started/basic_training.sh	1	#!/bin/bash	COMMENT
LOW	examples/api/02_data/folder.py	21	root=Path("./datasets/my_dataset"),	COMMENT
LOW	.github/workflows/renovate.yml	1	# Dependencies Management Workflow	COMMENT
LOW	.github/workflows/renovate.yml	21	# - RENOVATE_APP_ID: application ID	COMMENT
LOW	.github/workflows/release-lib.yaml	1	# Release Workflow	COMMENT
LOW	.github/workflows/release-lib.yaml	21	# - Environment approval gate (production)	COMMENT
LOW	.github/workflows/_reusable-code-quality.yaml	1	# Code Quality Workflow	COMMENT
LOW	.github/workflows/_reusable-code-quality.yaml	21	# - Type checking	COMMENT
LOW	.github/workflows/pr.yaml	1	# Pull Request Workflow	COMMENT
LOW	.github/workflows/pr.yaml	21	#	COMMENT
LOW	.github/workflows/pr.yaml	41	#	COMMENT
LOW	.github/workflows/_reusable-docker-build.yaml	1	# Docker Image Build Workflow	COMMENT
LOW	.github/workflows/renovate-config-validator.yml	1	# Renovate configuration validator	COMMENT
LOW	.github/workflows/scorecards.yml	1	# OpenSSF Scorecard Checks Workflow	COMMENT
LOW	.github/workflows/_reusable-version-bump.yaml	1	# Version Bump Workflow	COMMENT
LOW	.github/workflows/_reusable-version-bump.yaml	21	# - Version increment calculation	COMMENT
LOW	.github/workflows/_reusable-version-bump.yaml	41	# Example Usage:	COMMENT
LOW	.github/workflows/_reusable-test-suite.yaml	1	# Test Suite Workflow	COMMENT
LOW	.github/workflows/_reusable-test-suite.yaml	21	# - Test execution	COMMENT
LOW	.github/workflows/_reusable-test-suite.yaml	41	#	COMMENT
LOW	.github/workflows/tauri-build.yaml	1	# Tauri Application Build Workflow	COMMENT
LOW	.github/workflows/tauri-build.yaml	81	# strategy:	COMMENT
LOW	.github/workflows/tauri-build.yaml	101	# - name: Install uv	COMMENT
LOW	.github/workflows/tauri-build.yaml	121	# ~/.cargo/git/db/	COMMENT
LOW	.github/workflows/tauri-build.yaml	141	# run: npm ci	COMMENT
LOW	.github/workflows/tauri-build.yaml	341	name: anomalib-studio-windows-msix-${{ matrix.accelerator }}	COMMENT
LOW	.github/workflows/tauri-build.yaml	361		COMMENT
LOW	.github/workflows/tauri-build.yaml	381	# ~/.cargo/registry/cache/	COMMENT
LOW	.github/workflows/tauri-build.yaml	401	# working-directory: application/binary/tauri	COMMENT
LOW	.github/workflows/_reusable-version-check.yaml	1	# Version Check Workflow	COMMENT
LOW	.github/workflows/_reusable-version-check.yaml	21	# - Pre-release detection	COMMENT
LOW	.github/workflows/_reusable-version-check.yaml	41	# uses: ./.github/workflows/_reusable-version-check.yaml	COMMENT
LOW	.github/workflows/security-checks.yaml	1	# Security Checks Workflow	COMMENT
LOW	.github/workflows/security-checks.yaml	21	# - Adjustable scan scope	COMMENT
LOW	.github/workflows/issue-management.yaml	1	# Issue Management Workflow	COMMENT
LOW	.github/workflows/issue-management.yaml	21	# - Applies a 'stale' label and posts a notification comment.	COMMENT
LOW	.github/workflows/_reusable-security-scan.yaml	1	# Reusable Security Scan Workflow	COMMENT
LOW	.github/workflows/_reusable-security-scan.yaml	21	# - tools: Comma-separated list of tools to run	COMMENT
LOW	.github/workflows/_reusable-artifact-builder.yaml	1	# Artifact Builder Workflow	COMMENT
LOW	.github/workflows/_reusable-artifact-builder.yaml	21	# - Distribution creation	COMMENT
LOW	.github/workflows/_reusable-artifact-builder.yaml	41	# with:	COMMENT
LOW	.github/workflows/_reusable-pr-title-check.yaml	1	# PR Title Check Workflow	COMMENT
LOW	.github/workflows/_reusable-pr-title-check.yaml	21	# 3. Validation Results:	COMMENT
LOW	.github/actions/pytest/action.yaml	1	# Test Runner Action	COMMENT
LOW	.github/actions/pytest/action.yaml	21	# - Parallel processing	COMMENT
LOW	.github/actions/pytest/action.yaml	41	# - test-duration: Execution time	COMMENT
LOW	.github/actions/docker-build/action.yml	61	file: application/docker/Dockerfile	COMMENT
LOW	application/backend/run.sh	1	#!/bin/bash	COMMENT
LOW	…ication/backend/tests/unit/endpoints/test_pipelines.py	121	fxt_pipeline_service.update_pipeline.assert_not_called()	COMMENT
LOW	application/backend/src/alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	application/backend/src/alembic.ini	21		COMMENT
LOW	application/backend/src/alembic.ini	41		COMMENT
LOW	application/backend/src/alembic.ini	61	# behavior of splitting on spaces and/or commas.	COMMENT
LOW	application/backend/src/alembic.ini	81	# are written from script.py.mako	COMMENT
LOW	application/backend/src/alembic.ini	101		COMMENT
LOW	application/backend/src/core/model_metadata.yaml	1	# Model metadata for the trainable models endpoint.	COMMENT
6 more matches not shown…

Redundant / Tautological Comments35 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/data/validators/numpy/test_image.py	40	# Check if channel dimension is added	COMMENT
LOW⚡	tests/unit/data/validators/numpy/test_image.py	129	# Check if channel dimension is added	COMMENT
LOW⚡	tests/unit/data/validators/numpy/test_image.py	151	# Check if batch dimension is added	COMMENT
LOW⚡	tests/unit/data/validators/numpy/test_video.py	40	# Check if time dimension is added	COMMENT
LOW⚡	tests/unit/data/validators/numpy/test_video.py	111	# Check if time dimension is added	COMMENT
LOW	examples/api/04_advanced/training_modes.py	79	# Print results	COMMENT
LOW	.github/workflows/_reusable-version-bump.yaml	150	# Check if there are commits that would trigger a version bump	COMMENT
LOW	application/backend/src/db/migration.py	71	# Check if current_rev is in Alembic's tracked revisions	COMMENT
LOW	application/backend/src/db/migration.py	94	# Check if we can connect	COMMENT
LOW	application/backend/src/services/system_service.py	136	# Check if Apple MPS is available	COMMENT
LOW	application/backend/src/services/system_service.py	203	# Check if desired device is among available devices	COMMENT
LOW	application/backend/src/services/video_service.py	78	# Check if file exists	COMMENT
LOW	src/anomalib/visualization/image/functional.py	1043	# Check if the parameter is a keyword argument	COMMENT
LOW	src/anomalib/models/image/winclip/torch_model.py	109	# Check if open_clip is available	COMMENT
LOW	src/anomalib/models/image/inp_former/lightning_model.py	352	# Check if the trainer has valid max_epochs and max_steps set	COMMENT
LOW	src/anomalib/models/image/dinomaly/lightning_model.py	358	# Check if the trainer has valid max_epochs and max_steps set	COMMENT
LOW	…alib/models/components/stats/multi_variate_gaussian.py	157	# Check if the device is MPS and fallback to CPU if necessary	COMMENT
LOW	src/anomalib/data/datasets/image/tabular.py	279	# Check if anomalous samples are in training set	COMMENT
LOW	src/anomalib/data/datamodules/image/tabular.py	220	# Check if file exists	COMMENT
LOW	src/anomalib/data/datamodules/image/tabular.py	235	# Read the file and return Tabular dataset	COMMENT
LOW	src/anomalib/data/utils/download.py	223	# Read the file in chunks to avoid loading it all into memory	COMMENT
LOW⚡	src/anomalib/data/utils/path.py	225	# Check if the path is of an appropriate type	STRING
LOW⚡	src/anomalib/data/utils/path.py	229	# Check if the path is too long	STRING
LOW⚡	src/anomalib/data/utils/path.py	234	# Check if the path contains non-printable characters	STRING
LOW⚡	src/anomalib/data/utils/path.py	246	# Check if the path exists	STRING
LOW⚡	src/anomalib/data/utils/path.py	256	# Check if the path has one of the accepted extensions	STRING
LOW	src/anomalib/data/validators/numpy/image.py	119	# Check if the image is in torch style (C, H, W) and rearrange if necessary	COMMENT
LOW	src/anomalib/data/validators/numpy/image.py	553	# Check if the image is a numpy array	COMMENT
LOW	src/anomalib/data/validators/numpy/image.py	562	# Check if the image has the correct number of dimensions	COMMENT
LOW	src/anomalib/data/validators/numpy/image.py	575	# Check if the image has the correct number of channels	COMMENT
LOW	src/anomalib/data/validators/numpy/image.py	676	# Check if the mask is in [N, H, W, 1] format and rearrange if necessary	COMMENT
LOW	src/anomalib/data/validators/numpy/image.py	762	# Check if the anomaly map is in [N, C, H, W] format and rearrange if necessary	COMMENT
LOW	src/anomalib/data/dataclasses/generic.py	800	# Check if all images have the same shape. If not, resize before collating	COMMENT
LOW⚡	src/anomalib/engine/engine.py	289	# Check if category is None and set it to empty string	COMMENT
LOW⚡	src/anomalib/engine/engine.py	301	# Check if the cache requires an update	COMMENT

Modern AI Meta-Vocabulary15 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/agentic-actions-auditor/README.md	11	- Upstream: <https://github.com/trailofbits/skills> (`plugins/agentic-actions-auditor`)	CODE
MEDIUM	.github/workflows/pr.yaml	3	# This workflow orchestrates quality checks, tests, and security scans for	COMMENT
MEDIUM	.github/workflows/security-checks.yaml	3	# This workflow orchestrates comprehensive security scanning using multiple tools and	COMMENT
MEDIUM	.github/workflows/_reusable-security-scan.yaml	3	# This reusable workflow orchestrates multiple security scanning tools to provide	COMMENT
MEDIUM	application/backend/src/workers/base.py	109	# Internal + final run orchestration	COMMENT
MEDIUM⚡	application/backend/src/workers/base.py	139	def run(self) -> None: # final orchestration; should not be overridden in subclasses	CODE
MEDIUM	application/backend/src/workers/base.py	175	# final run orchestration	COMMENT
MEDIUM	src/anomalib/models/image/vlm_ad/backends/chat_gpt.py	150	# few-shot	COMMENT
MEDIUM	src/anomalib/models/image/vlm_ad/backends/ollama.py	168	# few-shot	COMMENT
MEDIUM	src/anomalib/models/image/winclip/torch_model.py	311	# get zero-shot scores	COMMENT
MEDIUM	src/anomalib/models/image/winclip/torch_model.py	315	# get few-shot scores	COMMENT
MEDIUM	src/anomalib/engine/engine.py	360	# validation before predict is only necessary for zero-/few-shot models	COMMENT
MEDIUM	src/anomalib/engine/engine.py	414	# if the model is zero-shot or few-shot, we only need to run validate for normalization and thresholding	COMMENT
MEDIUM	src/anomalib/engine/engine.py	524	# Test a zero-shot model	STRING
MEDIUM	src/anomalib/engine/engine.py	742	# if the model is zero-shot or few-shot, we only need to run validate for normalization and thresholding	COMMENT

Deep Nesting36 hits · 35 pts

Severity	File	Line	Context
LOW	tools/benchmark_mebin.py	72	CODE
LOW	…/unit/pipelines/tiled_ensemble/test_prediction_data.py	41	CODE
LOW	application/backend/src/core/scheduler.py	118	CODE
LOW	application/backend/src/workers/stream_loading.py	55	CODE
LOW	application/backend/src/workers/inference.py	87	CODE
LOW	application/backend/src/services/system_service.py	53	CODE
LOW	…ation/backend/src/services/dataset_snapshot_service.py	183	CODE
LOW	src/anomalib/visualization/image/item_visualizer.py	70	CODE
LOW	src/anomalib/callbacks/visualizer.py	98	CODE
LOW	src/anomalib/callbacks/visualizer.py	162	CODE
LOW	src/anomalib/deploy/inferencers/openvino_inferencer.py	106	CODE
LOW	…es/tiled_ensemble/components/utils/helper_functions.py	61	CODE
LOW	…es/tiled_ensemble/components/utils/helper_functions.py	96	CODE
LOW	src/anomalib/utils/path.py	230	CODE
LOW	src/anomalib/utils/path.py	590	CODE
LOW	src/anomalib/models/__init__.py	256	CODE
LOW	src/anomalib/models/video/fuvas/torch_model.py	143	CODE
LOW	src/anomalib/models/video/ai_vad/clip/model.py	324	CODE
LOW	src/anomalib/models/video/ai_vad/clip/clip.py	138	CODE
LOW	src/anomalib/models/video/ai_vad/clip/clip.py	223	CODE
LOW	…models/image/uninet/components/attention_bottleneck.py	303	CODE
LOW	src/anomalib/models/image/inp_former/lightning_model.py	426	CODE
LOW	src/anomalib/models/image/glass/loss.py	94	CODE
LOW	…/anomalib/models/image/glass/components/init_weight.py	9	CODE
LOW	…anomalib/models/image/dinomaly/components/optimizer.py	144	CODE
LOW	…/anomalib/models/components/feature_extractors/timm.py	161	CODE
LOW	…/anomalib/models/components/backbone/resnet_decoder.py	322	CODE
LOW	src/anomalib/cli/cli.py	452	CODE
LOW	src/anomalib/cli/utils/installation.py	149	CODE
LOW	src/anomalib/data/datasets/image/mvtecad2.py	164	CODE
LOW	src/anomalib/data/datasets/base/image.py	248	CODE
LOW	src/anomalib/data/datamodules/base/image.py	182	CODE
LOW	src/anomalib/data/datamodules/base/image.py	327	CODE
LOW	src/anomalib/data/utils/download.py	253	CODE
LOW	src/anomalib/data/dataclasses/generic.py	789	CODE
LOW	src/anomalib/engine/engine.py	230	CODE

Structural Annotation Overuse13 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/agentic-actions-auditor/SKILL.md	47	### Step 0: Determine Analysis Mode	COMMENT
LOW	.agents/skills/agentic-actions-auditor/SKILL.md	114	### Step 1: Discover Workflow Files	COMMENT
LOW	.agents/skills/agentic-actions-auditor/SKILL.md	127	### Step 2: Identify AI Action Steps	COMMENT
LOW	.agents/skills/agentic-actions-auditor/SKILL.md	167	### Step 3: Capture Security Context	COMMENT
LOW	.agents/skills/agentic-actions-auditor/SKILL.md	238	### Step 4: Analyze for Attack Vectors	COMMENT
LOW	.agents/skills/agentic-actions-auditor/SKILL.md	258	### Step 5: Report Findings	COMMENT
LOW	…ions-auditor/references/vector-d-pr-target-checkout.md	65	pull_request_target: # Step 1: Runs in base branch context	CODE
LOW	…ions-auditor/references/vector-d-pr-target-checkout.md	74	ref: ${{ github.event.pull_request.head.sha }} # Step 2: Checks out ATTACKER's code	CODE
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	63	# Step 1: Convert to read-write	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	67	# Step 2: Mount the read-write DMG	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	71	# Step 3: Rearrange directories inside the .app bundle	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	144	# Step 4: Unmount	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	148	# Step 5: Convert back to compressed read-only DMG, replacing the original	COMMENT

AI Slop Vocabulary7 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/cli/04_advanced/custom_components.sh	22	# Create a comprehensive set of metrics	COMMENT
MEDIUM	.github/workflows/scorecards.yml	4	# OpenSSF Scorecard requirements / best practices	COMMENT
MEDIUM	.github/workflows/_reusable-test-suite.yaml	3	# This reusable workflow executes comprehensive test suites with configurable	COMMENT
MEDIUM	.github/workflows/security-checks.yaml	3	# This workflow orchestrates comprehensive security scanning using multiple tools and	COMMENT
MEDIUM	.github/workflows/_reusable-security-scan.yaml	4	# comprehensive security analysis of the codebase.	COMMENT
MEDIUM	.github/actions/pytest/action.yaml	4	# comprehensive test execution and reporting capabilities.	COMMENT
LOW⚡	…kend/tests/unit/services/test_configuration_service.py	169	# Mock asyncio.run to just call the coroutine directly	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/anomalib/models/image/draem/lightning_model.py	147	self.model.reconstructive_subnetwork.encoder.mp4.register_forward_hook(get_activation("input"))	CODE
CRITICAL	src/anomalib/models/image/draem/lightning_model.py	148	self.model.reconstructive_subnetwork.encoder.block5.register_forward_hook(get_activation("output"))	CODE

Verbosity Indicators5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	63	# Step 1: Convert to read-write	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	67	# Step 2: Mount the read-write DMG	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	71	# Step 3: Rearrange directories inside the .app bundle	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	144	# Step 4: Unmount	COMMENT
LOW⚡	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	148	# Step 5: Convert back to compressed read-only DMG, replacing the original	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	application/backend/src/core/logging/utils.py	137	self._stdout_wrapper.push(self._log_writer) # type: ignore[arg-type]	CODE
HIGH	application/backend/src/core/logging/utils.py	138	self._stderr_wrapper.push(self._log_writer) # type: ignore[arg-type]	CODE

Magic Placeholder Names4 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	src/anomalib/models/image/vlm_ad/__init__.py	19	... api_key="YOUR_API_KEY"	STRING
HIGH	src/anomalib/models/image/vlm_ad/lightning_model.py	22	... api_key="YOUR_API_KEY",	STRING
HIGH	src/anomalib/models/image/vlm_ad/lightning_model.py	85	... api_key="YOUR_API_KEY"	STRING
HIGH	src/anomalib/models/image/vlm_ad/lightning_model.py	90	... api_key="YOUR_API_KEY",	STRING

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…tions-auditor/references/vector-g-eval-of-ai-output.md	78	# eval expands shell metacharacters in AI-generated label values	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/anomalib/metrics/pimo/dataclasses.py	1	# Based on the code: https://github.com/jpcbertoldo/aupimo	COMMENT

Example Usage Blocks2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	application/backend/run.sh	11	# Usage:	COMMENT
LOW	…ary/tauri/src-tauri/install_scripts/macos_patch_dmg.sh	23	# Usage:	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	application/backend/run.sh	12	# SEED_DB=true ./run.sh # Seed database before launching server (make sure to pre-upload model artifacts)	COMMENT
LOW	src/anomalib/metrics/utils.py	138	idx = [0] # make sure to start at first point	CODE

Overly Generic Function Names5 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/anomalib/utils/logging.py	15	>>> def my_function():	STRING
LOW	src/anomalib/utils/logging.py	83	... def my_function():	STRING
LOW	src/anomalib/utils/logging.py	90	... def my_function():	STRING
LOW	src/anomalib/utils/deprecation.py	44	... def my_function(new_param=None, old_param=None):	STRING
LOW	src/anomalib/utils/deprecation.py	310	... def my_function(new_param=None, old_param=None):	STRING

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…rc/features/inspect/dataset/dataset-list.component.tsx	64	mediaItem.filename === 'placeholder' ? (	CODE
LOW	…ures/inspect/dataset/dataset-item-placeholder/util.tsx	3	const PLACEHOLDER_FILENAME = 'placeholder';	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	application/backend/src/services/training_service.py	218	# TODO: implement Parquet datamodule in anomalib to avoid folder extraction step	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings